Ubuntu YOLOv3 progress.log 執行訓練日誌

 YOLOv3_TensorFlow-master\data\progress.log  訓練日誌

Thu, 01 Aug 2019 19:19:44 INFO Restoring parameters from ./data/darknet_weights/yolov3.ckpt
Thu, 01 Aug 2019 19:20:23 INFO Epoch: 0, global_step: 100 | loss: total: 1074.19, xy: 1.00, wh: 9.48, conf: 1047.92, class: 15.80 | Last batch: rec: 0.333, prec: 0.000 | lr: 6.5617e-06
Thu, 01 Aug 2019 19:20:39 INFO Epoch: 0, global_step: 200 | loss: total: 550.64, xy: 0.91, wh: 6.50, conf: 529.31, class: 13.91 | Last batch: rec: 0.900, prec: 0.001 | lr: 1.3123e-05
Thu, 01 Aug 2019 19:20:56 INFO Epoch: 0, global_step: 300 | loss: total: 372.97, xy: 0.87, wh: 5.05, conf: 354.80, class: 12.25 | Last batch: rec: 0.583, prec: 0.001 | lr: 1.9685e-05
Thu, 01 Aug 2019 19:21:12 INFO Epoch: 0, global_step: 400 | loss: total: 283.30, xy: 0.84, wh: 4.22, conf: 267.24, class: 11.00 | Last batch: rec: 0.500, prec: 0.001 | lr: 2.6247e-05
Thu, 01 Aug 2019 19:21:29 INFO Epoch: 0, global_step: 500 | loss: total: 228.78, xy: 0.80, wh: 3.61, conf: 214.49, class: 9.88 | Last batch: rec: 1.000, prec: 0.001 | lr: 3.2808e-05
Thu, 01 Aug 2019 19:21:46 INFO Epoch: 1, global_step: 600 | loss: total: 8.98, xy: 0.60, wh: 0.89, conf: 2.87, class: 4.62 | Last batch: rec: 1.000, prec: 0.001 | lr: 3.937e-05
Thu, 01 Aug 2019 19:22:03 INFO Epoch: 1, global_step: 700 | loss: total: 8.44, xy: 0.58, wh: 0.90, conf: 2.76, class: 4.20 | Last batch: rec: 1.000, prec: 0.001 | lr: 4.5932e-05
Thu, 01 Aug 2019 19:22:20 INFO Epoch: 1, global_step: 800 | loss: total: 7.96, xy: 0.56, wh: 0.85, conf: 2.65, class: 3.89 | Last batch: rec: 0.778, prec: 0.001 | lr: 5.2493e-05
Thu, 01 Aug 2019 19:22:36 INFO Epoch: 1, global_step: 900 | loss: total: 7.58, xy: 0.54, wh: 0.84, conf: 2.56, class: 3.63 | Last batch: rec: 0.909, prec: 0.001 | lr: 5.9055e-05
Thu, 01 Aug 2019 19:22:53 INFO Epoch: 1, global_step: 1000 | loss: total: 7.28, xy: 0.53, wh: 0.81, conf: 2.50, class: 3.43 | Last batch: rec: 1.000, prec: 0.001 | lr: 6.5617e-05
Thu, 01 Aug 2019 19:23:10 INFO Epoch: 2, global_step: 1100 | loss: total: 5.45, xy: 0.46, wh: 0.63, conf: 2.03, class: 2.34 | Last batch: rec: 0.909, prec: 0.001 | lr: 7.2178e-05
Thu, 01 Aug 2019 19:23:26 INFO Epoch: 2, global_step: 1200 | loss: total: 5.56, xy: 0.47, wh: 0.68, conf: 2.09, class: 2.31 | Last batch: rec: 1.000, prec: 0.001 | lr: 7.874e-05
Thu, 01 Aug 2019 19:23:43 INFO Epoch: 2, global_step: 1300 | loss: total: 5.37, xy: 0.45, wh: 0.71, conf: 2.03, class: 2.19 | Last batch: rec: 1.000, prec: 0.002 | lr: 8.5302e-05
Thu, 01 Aug 2019 19:24:00 INFO Epoch: 2, global_step: 1400 | loss: total: 5.19, xy: 0.44, wh: 0.68, conf: 1.98, class: 2.09 | Last batch: rec: 1.000, prec: 0.001 | lr: 9.1864e-05
Thu, 01 Aug 2019 19:24:16 INFO Epoch: 2, global_step: 1500 | loss: total: 5.05, xy: 0.43, wh: 0.69, conf: 1.94, class: 1.99 | Last batch: rec: 1.000, prec: 0.001 | lr: 9.8425e-05
Thu, 01 Aug 2019 19:24:33 INFO Epoch: 3, global_step: 1600 | loss: total: 4.21, xy: 0.38, wh: 0.64, conf: 1.64, class: 1.55 | Last batch: rec: 0.909, prec: 0.001 | lr: 0.0001
Thu, 01 Aug 2019 19:24:50 INFO Epoch: 3, global_step: 1700 | loss: total: 4.19, xy: 0.40, wh: 0.63, conf: 1.68, class: 1.48 | Last batch: rec: 1.000, prec: 0.001 | lr: 0.0001
Thu, 01 Aug 2019 19:25:07 INFO Epoch: 3, global_step: 1800 | loss: total: 4.18, xy: 0.40, wh: 0.62, conf: 1.68, class: 1.47 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:25:24 INFO Epoch: 3, global_step: 1900 | loss: total: 4.10, xy: 0.39, wh: 0.61, conf: 1.66, class: 1.44 | Last batch: rec: 1.000, prec: 0.001 | lr: 0.0001
Thu, 01 Aug 2019 19:25:40 INFO Epoch: 3, global_step: 2000 | loss: total: 4.02, xy: 0.39, wh: 0.60, conf: 1.62, class: 1.41 | Last batch: rec: 1.000, prec: 0.001 | lr: 0.0001
Thu, 01 Aug 2019 19:25:57 INFO Epoch: 4, global_step: 2100 | loss: total: 3.58, xy: 0.36, wh: 0.66, conf: 1.43, class: 1.13 | Last batch: rec: 1.000, prec: 0.001 | lr: 0.0001
Thu, 01 Aug 2019 19:26:14 INFO Epoch: 4, global_step: 2200 | loss: total: 3.35, xy: 0.34, wh: 0.57, conf: 1.37, class: 1.07 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:26:31 INFO Epoch: 4, global_step: 2300 | loss: total: 3.52, xy: 0.35, wh: 0.58, conf: 1.44, class: 1.14 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:26:47 INFO Epoch: 4, global_step: 2400 | loss: total: 3.40, xy: 0.35, wh: 0.54, conf: 1.40, class: 1.11 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:27:04 INFO Epoch: 4, global_step: 2500 | loss: total: 3.35, xy: 0.35, wh: 0.53, conf: 1.38, class: 1.10 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:28:14 INFO ======> Epoch: 4, global_step: 2539.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0036, AP: 0.5476
EVAL: Class 1: Recall: 0.9722, Precision: 0.0013, AP: 0.6693
EVAL: Class 2: Recall: 1.0000, Precision: 0.0034, AP: 0.9023
EVAL: Class 3: Recall: 0.7568, Precision: 0.0005, AP: 0.4267
EVAL: Class 4: Recall: 0.9800, Precision: 0.0021, AP: 0.7604
EVAL: Class 5: Recall: 0.7619, Precision: 0.0003, AP: 0.3852
EVAL: Class 6: Recall: 0.9455, Precision: 0.0023, AP: 0.7184
EVAL: Class 7: Recall: 0.8770, Precision: 0.0022, AP: 0.3949
EVAL: Class 8: Recall: 0.9231, Precision: 0.0028, AP: 0.5016
EVAL: Class 9: Recall: 0.5811, Precision: 0.0005, AP: 0.0671
EVAL: Recall: 0.9233, Precison: 0.0019, mAP: 0.5374
EVAL: loss: total: 3.70, xy: 0.40, wh: 0.54, conf: 1.58, class: 1.18

Thu, 01 Aug 2019 19:28:27 INFO Epoch: 5, global_step: 2600 | loss: total: 2.67, xy: 0.31, wh: 0.32, conf: 1.11, class: 0.93 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:28:44 INFO Epoch: 5, global_step: 2700 | loss: total: 2.60, xy: 0.31, wh: 0.34, conf: 1.08, class: 0.86 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:29:00 INFO Epoch: 5, global_step: 2800 | loss: total: 2.62, xy: 0.31, wh: 0.35, conf: 1.10, class: 0.87 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:29:17 INFO Epoch: 5, global_step: 2900 | loss: total: 2.73, xy: 0.31, wh: 0.40, conf: 1.14, class: 0.87 | Last batch: rec: 0.818, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:29:34 INFO Epoch: 5, global_step: 3000 | loss: total: 2.78, xy: 0.32, wh: 0.41, conf: 1.18, class: 0.88 | Last batch: rec: 0.950, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:29:51 INFO Epoch: 6, global_step: 3100 | loss: total: 2.39, xy: 0.27, wh: 0.31, conf: 1.03, class: 0.78 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:30:07 INFO Epoch: 6, global_step: 3200 | loss: total: 2.54, xy: 0.30, wh: 0.33, conf: 1.10, class: 0.81 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:30:24 INFO Epoch: 6, global_step: 3300 | loss: total: 2.47, xy: 0.30, wh: 0.33, conf: 1.06, class: 0.78 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:30:41 INFO Epoch: 6, global_step: 3400 | loss: total: 2.50, xy: 0.31, wh: 0.33, conf: 1.08, class: 0.78 | Last batch: rec: 0.923, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:30:57 INFO Epoch: 6, global_step: 3500 | loss: total: 2.41, xy: 0.30, wh: 0.33, conf: 1.04, class: 0.75 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:31:56 INFO ======> Epoch: 6, global_step: 3555.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9821, Precision: 0.0050, AP: 0.7006
EVAL: Class 1: Recall: 0.9352, Precision: 0.0018, AP: 0.7281
EVAL: Class 2: Recall: 0.9944, Precision: 0.0048, AP: 0.9361
EVAL: Class 3: Recall: 0.9189, Precision: 0.0008, AP: 0.5353
EVAL: Class 4: Recall: 0.9933, Precision: 0.0028, AP: 0.7867
EVAL: Class 5: Recall: 0.9048, Precision: 0.0006, AP: 0.5449
EVAL: Class 6: Recall: 0.9273, Precision: 0.0031, AP: 0.7520
EVAL: Class 7: Recall: 0.8889, Precision: 0.0029, AP: 0.4121
EVAL: Class 8: Recall: 0.9327, Precision: 0.0037, AP: 0.6191
EVAL: Class 9: Recall: 0.4595, Precision: 0.0005, AP: 0.0323
EVAL: Recall: 0.9254, Precison: 0.0026, mAP: 0.6047
EVAL: loss: total: 3.27, xy: 0.38, wh: 0.49, conf: 1.43, class: 0.97

Thu, 01 Aug 2019 19:32:05 INFO Epoch: 7, global_step: 3600 | loss: total: 2.53, xy: 0.30, wh: 0.37, conf: 1.00, class: 0.86 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:32:22 INFO Epoch: 7, global_step: 3700 | loss: total: 2.23, xy: 0.29, wh: 0.35, conf: 0.92, class: 0.69 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:32:38 INFO Epoch: 7, global_step: 3800 | loss: total: 2.21, xy: 0.28, wh: 0.34, conf: 0.92, class: 0.67 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:32:55 INFO Epoch: 7, global_step: 3900 | loss: total: 2.20, xy: 0.28, wh: 0.33, conf: 0.93, class: 0.66 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:33:12 INFO Epoch: 7, global_step: 4000 | loss: total: 2.14, xy: 0.27, wh: 0.32, conf: 0.91, class: 0.64 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:33:29 INFO Epoch: 8, global_step: 4100 | loss: total: 1.82, xy: 0.23, wh: 0.38, conf: 0.69, class: 0.52 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:33:45 INFO Epoch: 8, global_step: 4200 | loss: total: 1.96, xy: 0.25, wh: 0.34, conf: 0.79, class: 0.58 | Last batch: rec: 1.000, prec: 0.005 | lr: 0.0001
Thu, 01 Aug 2019 19:34:02 INFO Epoch: 8, global_step: 4300 | loss: total: 1.93, xy: 0.25, wh: 0.32, conf: 0.78, class: 0.59 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:34:19 INFO Epoch: 8, global_step: 4400 | loss: total: 1.97, xy: 0.25, wh: 0.32, conf: 0.80, class: 0.59 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:34:36 INFO Epoch: 8, global_step: 4500 | loss: total: 1.96, xy: 0.26, wh: 0.32, conf: 0.80, class: 0.58 | Last batch: rec: 0.923, prec: 0.005 | lr: 0.0001
Thu, 01 Aug 2019 19:35:30 INFO ======> Epoch: 8, global_step: 4571.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 1.0000, Precision: 0.0076, AP: 0.7723
EVAL: Class 1: Recall: 0.9259, Precision: 0.0031, AP: 0.7649
EVAL: Class 2: Recall: 0.9944, Precision: 0.0075, AP: 0.9294
EVAL: Class 3: Recall: 0.8378, Precision: 0.0012, AP: 0.6250
EVAL: Class 4: Recall: 0.9867, Precision: 0.0046, AP: 0.7256
EVAL: Class 5: Recall: 0.7619, Precision: 0.0007, AP: 0.3694
EVAL: Class 6: Recall: 0.9091, Precision: 0.0048, AP: 0.6317
EVAL: Class 7: Recall: 0.8254, Precision: 0.0036, AP: 0.3839
EVAL: Class 8: Recall: 0.9231, Precision: 0.0052, AP: 0.6499
EVAL: Class 9: Recall: 0.4324, Precision: 0.0007, AP: 0.0403
EVAL: Recall: 0.9091, Precison: 0.0039, mAP: 0.5892
EVAL: loss: total: 3.34, xy: 0.36, wh: 0.68, conf: 1.42, class: 0.88

Thu, 01 Aug 2019 19:35:35 INFO Epoch: 9, global_step: 4600 | loss: total: 2.12, xy: 0.26, wh: 0.37, conf: 0.86, class: 0.63 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:35:51 INFO Epoch: 9, global_step: 4700 | loss: total: 1.87, xy: 0.26, wh: 0.29, conf: 0.79, class: 0.54 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:36:08 INFO Epoch: 9, global_step: 4800 | loss: total: 1.80, xy: 0.25, wh: 0.27, conf: 0.75, class: 0.53 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:36:25 INFO Epoch: 9, global_step: 4900 | loss: total: 1.74, xy: 0.24, wh: 0.26, conf: 0.72, class: 0.52 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:36:42 INFO Epoch: 9, global_step: 5000 | loss: total: 1.76, xy: 0.24, wh: 0.27, conf: 0.72, class: 0.52 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:36:58 INFO Epoch: 10, global_step: 5100 | loss: total: 1.53, xy: 0.19, wh: 0.20, conf: 0.58, class: 0.57 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:37:15 INFO Epoch: 10, global_step: 5200 | loss: total: 1.58, xy: 0.22, wh: 0.24, conf: 0.65, class: 0.48 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:37:32 INFO Epoch: 10, global_step: 5300 | loss: total: 1.59, xy: 0.22, wh: 0.26, conf: 0.64, class: 0.47 | Last batch: rec: 1.000, prec: 0.002 | lr: 0.0001
Thu, 01 Aug 2019 19:37:49 INFO Epoch: 10, global_step: 5400 | loss: total: 1.57, xy: 0.22, wh: 0.25, conf: 0.63, class: 0.47 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:38:05 INFO Epoch: 10, global_step: 5500 | loss: total: 1.59, xy: 0.23, wh: 0.25, conf: 0.64, class: 0.47 | Last batch: rec: 1.000, prec: 0.005 | lr: 0.0001
Thu, 01 Aug 2019 19:39:03 INFO ======> Epoch: 10, global_step: 5587.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9881, Precision: 0.0087, AP: 0.7554
EVAL: Class 1: Recall: 0.9167, Precision: 0.0033, AP: 0.7297
EVAL: Class 2: Recall: 0.9944, Precision: 0.0091, AP: 0.9302
EVAL: Class 3: Recall: 0.9189, Precision: 0.0015, AP: 0.6612
EVAL: Class 4: Recall: 0.9867, Precision: 0.0047, AP: 0.8269
EVAL: Class 5: Recall: 0.7619, Precision: 0.0008, AP: 0.5348
EVAL: Class 6: Recall: 0.9636, Precision: 0.0053, AP: 0.8001
EVAL: Class 7: Recall: 0.9127, Precision: 0.0046, AP: 0.5213
EVAL: Class 8: Recall: 0.9183, Precision: 0.0051, AP: 0.6592
EVAL: Class 9: Recall: 0.6081, Precision: 0.0012, AP: 0.1074
EVAL: Recall: 0.9349, Precison: 0.0045, mAP: 0.6526
EVAL: loss: total: 3.07, xy: 0.35, wh: 0.49, conf: 1.40, class: 0.82

Thu, 01 Aug 2019 19:39:07 INFO Epoch: 11, global_step: 5600 | loss: total: 1.39, xy: 0.18, wh: 0.22, conf: 0.47, class: 0.51 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:39:24 INFO Epoch: 11, global_step: 5700 | loss: total: 1.50, xy: 0.22, wh: 0.26, conf: 0.58, class: 0.45 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:39:41 INFO Epoch: 11, global_step: 5800 | loss: total: 1.46, xy: 0.22, wh: 0.24, conf: 0.57, class: 0.43 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:39:58 INFO Epoch: 11, global_step: 5900 | loss: total: 1.50, xy: 0.22, wh: 0.25, conf: 0.58, class: 0.45 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:40:14 INFO Epoch: 11, global_step: 6000 | loss: total: 1.46, xy: 0.22, wh: 0.25, conf: 0.56, class: 0.44 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:40:31 INFO Epoch: 12, global_step: 6100 | loss: total: 1.77, xy: 0.31, wh: 0.25, conf: 0.67, class: 0.54 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:40:48 INFO Epoch: 12, global_step: 6200 | loss: total: 1.36, xy: 0.20, wh: 0.25, conf: 0.49, class: 0.42 | Last batch: rec: 1.000, prec: 0.003 | lr: 0.0001
Thu, 01 Aug 2019 19:41:04 INFO Epoch: 12, global_step: 6300 | loss: total: 1.36, xy: 0.20, wh: 0.24, conf: 0.50, class: 0.42 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:41:21 INFO Epoch: 12, global_step: 6400 | loss: total: 1.32, xy: 0.20, wh: 0.22, conf: 0.49, class: 0.41 | Last batch: rec: 1.000, prec: 0.005 | lr: 0.0001
Thu, 01 Aug 2019 19:41:38 INFO Epoch: 12, global_step: 6500 | loss: total: 1.30, xy: 0.20, wh: 0.22, conf: 0.48, class: 0.40 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:41:55 INFO Epoch: 12, global_step: 6600 | loss: total: 1.32, xy: 0.20, wh: 0.23, conf: 0.48, class: 0.40 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:42:34 INFO ======> Epoch: 12, global_step: 6603.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0103, AP: 0.7077
EVAL: Class 1: Recall: 0.9167, Precision: 0.0039, AP: 0.7842
EVAL: Class 2: Recall: 0.9888, Precision: 0.0109, AP: 0.8908
EVAL: Class 3: Recall: 0.8919, Precision: 0.0016, AP: 0.4555
EVAL: Class 4: Recall: 0.9733, Precision: 0.0050, AP: 0.6534
EVAL: Class 5: Recall: 0.6667, Precision: 0.0009, AP: 0.3936
EVAL: Class 6: Recall: 0.9636, Precision: 0.0064, AP: 0.7054
EVAL: Class 7: Recall: 0.8770, Precision: 0.0053, AP: 0.5410
EVAL: Class 8: Recall: 0.9183, Precision: 0.0053, AP: 0.5855
EVAL: Class 9: Recall: 0.5946, Precision: 0.0013, AP: 0.1120
EVAL: Recall: 0.9206, Precison: 0.0051, mAP: 0.5829
EVAL: loss: total: 3.21, xy: 0.36, wh: 0.59, conf: 1.49, class: 0.78

Thu, 01 Aug 2019 19:42:50 INFO Epoch: 13, global_step: 6700 | loss: total: 1.31, xy: 0.19, wh: 0.25, conf: 0.45, class: 0.41 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:43:07 INFO Epoch: 13, global_step: 6800 | loss: total: 1.27, xy: 0.18, wh: 0.23, conf: 0.45, class: 0.41 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:43:24 INFO Epoch: 13, global_step: 6900 | loss: total: 1.25, xy: 0.19, wh: 0.23, conf: 0.44, class: 0.39 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:43:40 INFO Epoch: 13, global_step: 7000 | loss: total: 1.24, xy: 0.19, wh: 0.23, conf: 0.44, class: 0.38 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:43:57 INFO Epoch: 13, global_step: 7100 | loss: total: 1.23, xy: 0.19, wh: 0.23, conf: 0.44, class: 0.38 | Last batch: rec: 1.000, prec: 0.004 | lr: 0.0001
Thu, 01 Aug 2019 19:44:14 INFO Epoch: 14, global_step: 7200 | loss: total: 1.13, xy: 0.18, wh: 0.19, conf: 0.41, class: 0.35 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:44:31 INFO Epoch: 14, global_step: 7300 | loss: total: 1.10, xy: 0.17, wh: 0.20, conf: 0.38, class: 0.35 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:44:47 INFO Epoch: 14, global_step: 7400 | loss: total: 1.14, xy: 0.17, wh: 0.21, conf: 0.39, class: 0.36 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:45:04 INFO Epoch: 14, global_step: 7500 | loss: total: 1.15, xy: 0.18, wh: 0.21, conf: 0.40, class: 0.36 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:45:21 INFO Epoch: 14, global_step: 7600 | loss: total: 1.14, xy: 0.18, wh: 0.21, conf: 0.40, class: 0.36 | Last batch: rec: 1.000, prec: 0.005 | lr: 0.0001
Thu, 01 Aug 2019 19:46:01 INFO ======> Epoch: 14, global_step: 7619.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9881, Precision: 0.0136, AP: 0.7696
EVAL: Class 1: Recall: 0.9352, Precision: 0.0051, AP: 0.8377
EVAL: Class 2: Recall: 0.9888, Precision: 0.0139, AP: 0.9632
EVAL: Class 3: Recall: 0.9459, Precision: 0.0023, AP: 0.7414
EVAL: Class 4: Recall: 0.9867, Precision: 0.0068, AP: 0.8588
EVAL: Class 5: Recall: 0.7143, Precision: 0.0012, AP: 0.4767
EVAL: Class 6: Recall: 0.9636, Precision: 0.0081, AP: 0.8120
EVAL: Class 7: Recall: 0.9127, Precision: 0.0075, AP: 0.5583
EVAL: Class 8: Recall: 0.9183, Precision: 0.0066, AP: 0.6699
EVAL: Class 9: Recall: 0.5270, Precision: 0.0017, AP: 0.0983
EVAL: Recall: 0.9315, Precison: 0.0068, mAP: 0.6786
EVAL: loss: total: 3.10, xy: 0.35, wh: 0.47, conf: 1.51, class: 0.76

Thu, 01 Aug 2019 19:46:16 INFO Epoch: 15, global_step: 7700 | loss: total: 0.95, xy: 0.15, wh: 0.20, conf: 0.27, class: 0.33 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:46:33 INFO Epoch: 15, global_step: 7800 | loss: total: 0.96, xy: 0.15, wh: 0.18, conf: 0.30, class: 0.32 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:46:50 INFO Epoch: 15, global_step: 7900 | loss: total: 0.96, xy: 0.16, wh: 0.18, conf: 0.30, class: 0.33 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:47:06 INFO Epoch: 15, global_step: 8000 | loss: total: 0.99, xy: 0.16, wh: 0.18, conf: 0.32, class: 0.33 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:47:23 INFO Epoch: 15, global_step: 8100 | loss: total: 1.02, xy: 0.17, wh: 0.19, conf: 0.33, class: 0.34 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:47:40 INFO Epoch: 16, global_step: 8200 | loss: total: 0.96, xy: 0.15, wh: 0.16, conf: 0.32, class: 0.32 | Last batch: rec: 1.000, prec: 0.015 | lr: 0.0001
Thu, 01 Aug 2019 19:47:57 INFO Epoch: 16, global_step: 8300 | loss: total: 1.06, xy: 0.17, wh: 0.24, conf: 0.32, class: 0.33 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:48:14 INFO Epoch: 16, global_step: 8400 | loss: total: 1.01, xy: 0.16, wh: 0.21, conf: 0.31, class: 0.33 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 19:48:30 INFO Epoch: 16, global_step: 8500 | loss: total: 1.00, xy: 0.16, wh: 0.20, conf: 0.30, class: 0.33 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:48:47 INFO Epoch: 16, global_step: 8600 | loss: total: 1.00, xy: 0.16, wh: 0.20, conf: 0.31, class: 0.33 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:49:29 INFO ======> Epoch: 16, global_step: 8635.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9821, Precision: 0.0154, AP: 0.8297
EVAL: Class 1: Recall: 0.9074, Precision: 0.0055, AP: 0.7747
EVAL: Class 2: Recall: 0.9831, Precision: 0.0145, AP: 0.9568
EVAL: Class 3: Recall: 0.9730, Precision: 0.0025, AP: 0.7221
EVAL: Class 4: Recall: 0.9867, Precision: 0.0075, AP: 0.8694
EVAL: Class 5: Recall: 0.7143, Precision: 0.0013, AP: 0.3154
EVAL: Class 6: Recall: 0.9364, Precision: 0.0086, AP: 0.8243
EVAL: Class 7: Recall: 0.8770, Precision: 0.0075, AP: 0.5342
EVAL: Class 8: Recall: 0.9135, Precision: 0.0084, AP: 0.7248
EVAL: Class 9: Recall: 0.5135, Precision: 0.0019, AP: 0.1534
EVAL: Recall: 0.9186, Precison: 0.0075, mAP: 0.6705
EVAL: loss: total: 3.06, xy: 0.35, wh: 0.44, conf: 1.52, class: 0.75

Thu, 01 Aug 2019 19:49:40 INFO Epoch: 17, global_step: 8700 | loss: total: 0.85, xy: 0.14, wh: 0.15, conf: 0.25, class: 0.31 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:49:57 INFO Epoch: 17, global_step: 8800 | loss: total: 0.89, xy: 0.15, wh: 0.15, conf: 0.28, class: 0.32 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:50:13 INFO Epoch: 17, global_step: 8900 | loss: total: 0.88, xy: 0.15, wh: 0.16, conf: 0.27, class: 0.31 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:50:30 INFO Epoch: 17, global_step: 9000 | loss: total: 0.92, xy: 0.15, wh: 0.18, conf: 0.27, class: 0.31 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:50:47 INFO Epoch: 17, global_step: 9100 | loss: total: 0.91, xy: 0.15, wh: 0.17, conf: 0.28, class: 0.32 | Last batch: rec: 1.000, prec: 0.010 | lr: 0.0001
Thu, 01 Aug 2019 19:51:04 INFO Epoch: 18, global_step: 9200 | loss: total: 0.77, xy: 0.13, wh: 0.14, conf: 0.23, class: 0.28 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:51:20 INFO Epoch: 18, global_step: 9300 | loss: total: 0.78, xy: 0.13, wh: 0.14, conf: 0.22, class: 0.29 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:51:37 INFO Epoch: 18, global_step: 9400 | loss: total: 0.81, xy: 0.14, wh: 0.14, conf: 0.23, class: 0.30 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 19:51:54 INFO Epoch: 18, global_step: 9500 | loss: total: 0.80, xy: 0.14, wh: 0.14, conf: 0.23, class: 0.30 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:52:11 INFO Epoch: 18, global_step: 9600 | loss: total: 0.82, xy: 0.14, wh: 0.15, conf: 0.23, class: 0.30 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:52:53 INFO ======> Epoch: 18, global_step: 9651.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9821, Precision: 0.0179, AP: 0.8136
EVAL: Class 1: Recall: 0.8889, Precision: 0.0067, AP: 0.7823
EVAL: Class 2: Recall: 0.9944, Precision: 0.0181, AP: 0.9682
EVAL: Class 3: Recall: 0.9730, Precision: 0.0027, AP: 0.6593
EVAL: Class 4: Recall: 0.9800, Precision: 0.0093, AP: 0.8689
EVAL: Class 5: Recall: 0.7143, Precision: 0.0016, AP: 0.5373
EVAL: Class 6: Recall: 0.9636, Precision: 0.0099, AP: 0.8407
EVAL: Class 7: Recall: 0.8452, Precision: 0.0104, AP: 0.5328
EVAL: Class 8: Recall: 0.9087, Precision: 0.0095, AP: 0.6939
EVAL: Class 9: Recall: 0.3784, Precision: 0.0022, AP: 0.0524
EVAL: Recall: 0.9071, Precison: 0.0093, mAP: 0.6749
EVAL: loss: total: 3.27, xy: 0.36, wh: 0.55, conf: 1.62, class: 0.74

Thu, 01 Aug 2019 19:53:03 INFO Epoch: 19, global_step: 9700 | loss: total: 0.97, xy: 0.14, wh: 0.24, conf: 0.26, class: 0.32 | Last batch: rec: 1.000, prec: 0.011 | lr: 0.0001
Thu, 01 Aug 2019 19:53:20 INFO Epoch: 19, global_step: 9800 | loss: total: 0.87, xy: 0.14, wh: 0.19, conf: 0.23, class: 0.31 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 19:53:37 INFO Epoch: 19, global_step: 9900 | loss: total: 0.82, xy: 0.13, wh: 0.17, conf: 0.22, class: 0.30 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:53:54 INFO Epoch: 19, global_step: 10000 | loss: total: 0.81, xy: 0.13, wh: 0.16, conf: 0.22, class: 0.31 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:54:10 INFO Epoch: 19, global_step: 10100 | loss: total: 0.82, xy: 0.13, wh: 0.16, conf: 0.23, class: 0.30 | Last batch: rec: 1.000, prec: 0.016 | lr: 0.0001
Thu, 01 Aug 2019 19:54:27 INFO Epoch: 20, global_step: 10200 | loss: total: 0.89, xy: 0.14, wh: 0.21, conf: 0.21, class: 0.32 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:54:44 INFO Epoch: 20, global_step: 10300 | loss: total: 0.79, xy: 0.13, wh: 0.16, conf: 0.20, class: 0.30 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:55:01 INFO Epoch: 20, global_step: 10400 | loss: total: 0.77, xy: 0.13, wh: 0.15, conf: 0.20, class: 0.29 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 19:55:18 INFO Epoch: 20, global_step: 10500 | loss: total: 0.80, xy: 0.13, wh: 0.16, conf: 0.22, class: 0.30 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 19:55:34 INFO Epoch: 20, global_step: 10600 | loss: total: 0.77, xy: 0.13, wh: 0.15, conf: 0.20, class: 0.29 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:56:21 INFO ======> Epoch: 20, global_step: 10667.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9792, Precision: 0.0193, AP: 0.8266
EVAL: Class 1: Recall: 0.8981, Precision: 0.0076, AP: 0.8181
EVAL: Class 2: Recall: 0.9888, Precision: 0.0225, AP: 0.9609
EVAL: Class 3: Recall: 0.9730, Precision: 0.0037, AP: 0.7079
EVAL: Class 4: Recall: 0.9733, Precision: 0.0108, AP: 0.8653
EVAL: Class 5: Recall: 0.7143, Precision: 0.0021, AP: 0.3462
EVAL: Class 6: Recall: 0.9636, Precision: 0.0130, AP: 0.8480
EVAL: Class 7: Recall: 0.8611, Precision: 0.0125, AP: 0.5766
EVAL: Class 8: Recall: 0.8990, Precision: 0.0117, AP: 0.7338
EVAL: Class 9: Recall: 0.4054, Precision: 0.0018, AP: 0.0533
EVAL: Recall: 0.9084, Precison: 0.0106, mAP: 0.6737
EVAL: loss: total: 3.16, xy: 0.35, wh: 0.46, conf: 1.61, class: 0.73

Thu, 01 Aug 2019 19:56:26 INFO Epoch: 21, global_step: 10700 | loss: total: 0.64, xy: 0.10, wh: 0.14, conf: 0.13, class: 0.27 | Last batch: rec: 1.000, prec: 0.017 | lr: 0.0001
Thu, 01 Aug 2019 19:56:43 INFO Epoch: 21, global_step: 10800 | loss: total: 0.72, xy: 0.12, wh: 0.14, conf: 0.17, class: 0.29 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 19:57:00 INFO Epoch: 21, global_step: 10900 | loss: total: 0.75, xy: 0.12, wh: 0.16, conf: 0.19, class: 0.29 | Last batch: rec: 1.000, prec: 0.017 | lr: 0.0001
Thu, 01 Aug 2019 19:57:17 INFO Epoch: 21, global_step: 11000 | loss: total: 0.73, xy: 0.12, wh: 0.15, conf: 0.18, class: 0.29 | Last batch: rec: 1.000, prec: 0.006 | lr: 0.0001
Thu, 01 Aug 2019 19:57:33 INFO Epoch: 21, global_step: 11100 | loss: total: 0.72, xy: 0.12, wh: 0.14, conf: 0.18, class: 0.28 | Last batch: rec: 1.000, prec: 0.015 | lr: 0.0001
Thu, 01 Aug 2019 19:57:50 INFO Epoch: 22, global_step: 11200 | loss: total: 0.67, xy: 0.12, wh: 0.11, conf: 0.18, class: 0.25 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:58:07 INFO Epoch: 22, global_step: 11300 | loss: total: 0.66, xy: 0.11, wh: 0.12, conf: 0.16, class: 0.27 | Last batch: rec: 1.000, prec: 0.007 | lr: 0.0001
Thu, 01 Aug 2019 19:58:24 INFO Epoch: 22, global_step: 11400 | loss: total: 0.69, xy: 0.11, wh: 0.14, conf: 0.16, class: 0.28 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 19:58:41 INFO Epoch: 22, global_step: 11500 | loss: total: 0.70, xy: 0.11, wh: 0.14, conf: 0.17, class: 0.28 | Last batch: rec: 1.000, prec: 0.018 | lr: 0.0001
Thu, 01 Aug 2019 19:58:57 INFO Epoch: 22, global_step: 11600 | loss: total: 0.69, xy: 0.11, wh: 0.13, conf: 0.16, class: 0.28 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 19:59:44 INFO ======> Epoch: 22, global_step: 11683.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0206, AP: 0.8055
EVAL: Class 1: Recall: 0.9167, Precision: 0.0083, AP: 0.8092
EVAL: Class 2: Recall: 0.9888, Precision: 0.0222, AP: 0.9678
EVAL: Class 3: Recall: 0.9730, Precision: 0.0036, AP: 0.8413
EVAL: Class 4: Recall: 0.9667, Precision: 0.0114, AP: 0.8190
EVAL: Class 5: Recall: 0.6667, Precision: 0.0021, AP: 0.4994
EVAL: Class 6: Recall: 0.9545, Precision: 0.0119, AP: 0.8505
EVAL: Class 7: Recall: 0.8730, Precision: 0.0139, AP: 0.5004
EVAL: Class 8: Recall: 0.9087, Precision: 0.0116, AP: 0.7235
EVAL: Class 9: Recall: 0.4865, Precision: 0.0026, AP: 0.0578
EVAL: Recall: 0.9118, Precison: 0.0112, mAP: 0.6874
EVAL: loss: total: 3.38, xy: 0.36, wh: 0.53, conf: 1.76, class: 0.73

Thu, 01 Aug 2019 19:59:49 INFO Epoch: 23, global_step: 11700 | loss: total: 0.65, xy: 0.08, wh: 0.17, conf: 0.13, class: 0.28 | Last batch: rec: 1.000, prec: 0.014 | lr: 0.0001
Thu, 01 Aug 2019 20:00:06 INFO Epoch: 23, global_step: 11800 | loss: total: 0.67, xy: 0.10, wh: 0.13, conf: 0.16, class: 0.28 | Last batch: rec: 1.000, prec: 0.015 | lr: 0.0001
Thu, 01 Aug 2019 20:00:23 INFO Epoch: 23, global_step: 11900 | loss: total: 0.69, xy: 0.11, wh: 0.14, conf: 0.16, class: 0.28 | Last batch: rec: 1.000, prec: 0.015 | lr: 0.0001
Thu, 01 Aug 2019 20:00:40 INFO Epoch: 23, global_step: 12000 | loss: total: 0.66, xy: 0.11, wh: 0.13, conf: 0.15, class: 0.27 | Last batch: rec: 1.000, prec: 0.018 | lr: 0.0001
Thu, 01 Aug 2019 20:00:56 INFO Epoch: 23, global_step: 12100 | loss: total: 0.65, xy: 0.10, wh: 0.13, conf: 0.15, class: 0.27 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 20:01:13 INFO Epoch: 24, global_step: 12200 | loss: total: 0.56, xy: 0.10, wh: 0.10, conf: 0.12, class: 0.25 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 20:01:30 INFO Epoch: 24, global_step: 12300 | loss: total: 0.65, xy: 0.10, wh: 0.13, conf: 0.15, class: 0.27 | Last batch: rec: 1.000, prec: 0.014 | lr: 0.0001
Thu, 01 Aug 2019 20:01:47 INFO Epoch: 24, global_step: 12400 | loss: total: 0.66, xy: 0.10, wh: 0.12, conf: 0.15, class: 0.28 | Last batch: rec: 1.000, prec: 0.018 | lr: 0.0001
Thu, 01 Aug 2019 20:02:04 INFO Epoch: 24, global_step: 12500 | loss: total: 0.65, xy: 0.10, wh: 0.13, conf: 0.15, class: 0.27 | Last batch: rec: 1.000, prec: 0.011 | lr: 0.0001
Thu, 01 Aug 2019 20:02:20 INFO Epoch: 24, global_step: 12600 | loss: total: 0.64, xy: 0.10, wh: 0.12, conf: 0.15, class: 0.27 | Last batch: rec: 1.000, prec: 0.026 | lr: 0.0001
Thu, 01 Aug 2019 20:03:10 INFO ======> Epoch: 24, global_step: 12699.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0228, AP: 0.8256
EVAL: Class 1: Recall: 0.8981, Precision: 0.0085, AP: 0.8002
EVAL: Class 2: Recall: 0.9888, Precision: 0.0268, AP: 0.9756
EVAL: Class 3: Recall: 1.0000, Precision: 0.0044, AP: 0.8518
EVAL: Class 4: Recall: 0.9600, Precision: 0.0114, AP: 0.8537
EVAL: Class 5: Recall: 0.7143, Precision: 0.0027, AP: 0.4849
EVAL: Class 6: Recall: 0.9636, Precision: 0.0140, AP: 0.8655
EVAL: Class 7: Recall: 0.8373, Precision: 0.0135, AP: 0.5734
EVAL: Class 8: Recall: 0.9087, Precision: 0.0129, AP: 0.7356
EVAL: Class 9: Recall: 0.5946, Precision: 0.0034, AP: 0.1400
EVAL: Recall: 0.9125, Precison: 0.0122, mAP: 0.7106
EVAL: loss: total: 3.25, xy: 0.35, wh: 0.43, conf: 1.74, class: 0.72

Thu, 01 Aug 2019 20:03:12 INFO Epoch: 25, global_step: 12700 | loss: total: 0.45, xy: 0.05, wh: 0.10, conf: 0.08, class: 0.23 | Last batch: rec: 1.000, prec: 0.020 | lr: 0.0001
Thu, 01 Aug 2019 20:03:28 INFO Epoch: 25, global_step: 12800 | loss: total: 0.59, xy: 0.09, wh: 0.10, conf: 0.12, class: 0.27 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:03:45 INFO Epoch: 25, global_step: 12900 | loss: total: 0.58, xy: 0.09, wh: 0.11, conf: 0.12, class: 0.26 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:04:02 INFO Epoch: 25, global_step: 13000 | loss: total: 0.59, xy: 0.09, wh: 0.12, conf: 0.12, class: 0.26 | Last batch: rec: 1.000, prec: 0.009 | lr: 0.0001
Thu, 01 Aug 2019 20:04:19 INFO Epoch: 25, global_step: 13100 | loss: total: 0.60, xy: 0.09, wh: 0.12, conf: 0.12, class: 0.26 | Last batch: rec: 0.929, prec: 0.016 | lr: 0.0001
Thu, 01 Aug 2019 20:04:36 INFO Epoch: 25, global_step: 13200 | loss: total: 0.61, xy: 0.09, wh: 0.12, conf: 0.12, class: 0.27 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 20:04:52 INFO Epoch: 26, global_step: 13300 | loss: total: 0.55, xy: 0.08, wh: 0.10, conf: 0.11, class: 0.26 | Last batch: rec: 1.000, prec: 0.011 | lr: 0.0001
Thu, 01 Aug 2019 20:05:09 INFO Epoch: 26, global_step: 13400 | loss: total: 0.57, xy: 0.08, wh: 0.11, conf: 0.12, class: 0.26 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:05:26 INFO Epoch: 26, global_step: 13500 | loss: total: 0.58, xy: 0.09, wh: 0.11, conf: 0.12, class: 0.27 | Last batch: rec: 1.000, prec: 0.023 | lr: 0.0001
Thu, 01 Aug 2019 20:05:43 INFO Epoch: 26, global_step: 13600 | loss: total: 0.58, xy: 0.09, wh: 0.11, conf: 0.12, class: 0.26 | Last batch: rec: 1.000, prec: 0.015 | lr: 0.0001
Thu, 01 Aug 2019 20:05:59 INFO Epoch: 26, global_step: 13700 | loss: total: 0.59, xy: 0.09, wh: 0.12, conf: 0.12, class: 0.26 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:06:34 INFO ======> Epoch: 26, global_step: 13715.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0286, AP: 0.8170
EVAL: Class 1: Recall: 0.8981, Precision: 0.0120, AP: 0.8090
EVAL: Class 2: Recall: 0.9831, Precision: 0.0363, AP: 0.9708
EVAL: Class 3: Recall: 1.0000, Precision: 0.0056, AP: 0.7458
EVAL: Class 4: Recall: 0.9733, Precision: 0.0157, AP: 0.8801
EVAL: Class 5: Recall: 0.8095, Precision: 0.0040, AP: 0.5721
EVAL: Class 6: Recall: 0.9636, Precision: 0.0176, AP: 0.8765
EVAL: Class 7: Recall: 0.8690, Precision: 0.0191, AP: 0.6111
EVAL: Class 8: Recall: 0.9087, Precision: 0.0162, AP: 0.7429
EVAL: Class 9: Recall: 0.4865, Precision: 0.0040, AP: 0.1373
EVAL: Recall: 0.9145, Precison: 0.0163, mAP: 0.7163
EVAL: loss: total: 3.33, xy: 0.36, wh: 0.43, conf: 1.83, class: 0.72

Thu, 01 Aug 2019 20:06:50 INFO Epoch: 27, global_step: 13800 | loss: total: 0.59, xy: 0.09, wh: 0.13, conf: 0.11, class: 0.27 | Last batch: rec: 1.000, prec: 0.011 | lr: 0.0001
Thu, 01 Aug 2019 20:07:07 INFO Epoch: 27, global_step: 13900 | loss: total: 0.59, xy: 0.09, wh: 0.12, conf: 0.10, class: 0.27 | Last batch: rec: 1.000, prec: 0.008 | lr: 0.0001
Thu, 01 Aug 2019 20:07:24 INFO Epoch: 27, global_step: 14000 | loss: total: 0.57, xy: 0.09, wh: 0.11, conf: 0.10, class: 0.27 | Last batch: rec: 1.000, prec: 0.020 | lr: 0.0001
Thu, 01 Aug 2019 20:07:40 INFO Epoch: 27, global_step: 14100 | loss: total: 0.57, xy: 0.09, wh: 0.11, conf: 0.10, class: 0.27 | Last batch: rec: 1.000, prec: 0.010 | lr: 0.0001
Thu, 01 Aug 2019 20:07:57 INFO Epoch: 27, global_step: 14200 | loss: total: 0.57, xy: 0.09, wh: 0.11, conf: 0.10, class: 0.26 | Last batch: rec: 1.000, prec: 0.010 | lr: 0.0001
Thu, 01 Aug 2019 20:08:14 INFO Epoch: 28, global_step: 14300 | loss: total: 0.52, xy: 0.07, wh: 0.11, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.015 | lr: 0.0001
Thu, 01 Aug 2019 20:08:31 INFO Epoch: 28, global_step: 14400 | loss: total: 0.55, xy: 0.08, wh: 0.11, conf: 0.10, class: 0.26 | Last batch: rec: 1.000, prec: 0.010 | lr: 0.0001
Thu, 01 Aug 2019 20:08:48 INFO Epoch: 28, global_step: 14500 | loss: total: 0.55, xy: 0.08, wh: 0.11, conf: 0.10, class: 0.26 | Last batch: rec: 1.000, prec: 0.014 | lr: 0.0001
Thu, 01 Aug 2019 20:09:04 INFO Epoch: 28, global_step: 14600 | loss: total: 0.54, xy: 0.08, wh: 0.10, conf: 0.10, class: 0.26 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:09:21 INFO Epoch: 28, global_step: 14700 | loss: total: 0.54, xy: 0.08, wh: 0.10, conf: 0.09, class: 0.26 | Last batch: rec: 1.000, prec: 0.016 | lr: 0.0001
Thu, 01 Aug 2019 20:09:58 INFO ======> Epoch: 28, global_step: 14731.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9881, Precision: 0.0287, AP: 0.8555
EVAL: Class 1: Recall: 0.9167, Precision: 0.0119, AP: 0.8278
EVAL: Class 2: Recall: 0.9888, Precision: 0.0369, AP: 0.9717
EVAL: Class 3: Recall: 0.9459, Precision: 0.0057, AP: 0.7950
EVAL: Class 4: Recall: 0.9600, Precision: 0.0170, AP: 0.8663
EVAL: Class 5: Recall: 0.7143, Precision: 0.0037, AP: 0.4004
EVAL: Class 6: Recall: 0.9636, Precision: 0.0185, AP: 0.8689
EVAL: Class 7: Recall: 0.8333, Precision: 0.0213, AP: 0.5830
EVAL: Class 8: Recall: 0.9135, Precision: 0.0166, AP: 0.7441
EVAL: Class 9: Recall: 0.5270, Precision: 0.0040, AP: 0.1415
EVAL: Recall: 0.9132, Precison: 0.0168, mAP: 0.7054
EVAL: loss: total: 3.32, xy: 0.36, wh: 0.42, conf: 1.82, class: 0.72

Thu, 01 Aug 2019 20:10:09 INFO Epoch: 29, global_step: 14800 | loss: total: 0.55, xy: 0.08, wh: 0.14, conf: 0.09, class: 0.25 | Last batch: rec: 0.889, prec: 0.011 | lr: 0.0001
Thu, 01 Aug 2019 20:10:26 INFO Epoch: 29, global_step: 14900 | loss: total: 0.57, xy: 0.08, wh: 0.13, conf: 0.10, class: 0.26 | Last batch: rec: 1.000, prec: 0.011 | lr: 0.0001
Thu, 01 Aug 2019 20:10:43 INFO Epoch: 29, global_step: 15000 | loss: total: 0.55, xy: 0.08, wh: 0.12, conf: 0.10, class: 0.26 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:10:59 INFO Epoch: 29, global_step: 15100 | loss: total: 0.54, xy: 0.08, wh: 0.11, conf: 0.09, class: 0.26 | Last batch: rec: 1.000, prec: 0.014 | lr: 0.0001
Thu, 01 Aug 2019 20:11:16 INFO Epoch: 29, global_step: 15200 | loss: total: 0.53, xy: 0.08, wh: 0.11, conf: 0.09, class: 0.26 | Last batch: rec: 1.000, prec: 0.019 | lr: 0.0001
Thu, 01 Aug 2019 20:11:33 INFO Epoch: 30, global_step: 15300 | loss: total: 0.49, xy: 0.07, wh: 0.09, conf: 0.08, class: 0.26 | Last batch: rec: 1.000, prec: 0.022 | lr: 0.0001
Thu, 01 Aug 2019 20:11:50 INFO Epoch: 30, global_step: 15400 | loss: total: 0.48, xy: 0.07, wh: 0.09, conf: 0.08, class: 0.25 | Last batch: rec: 1.000, prec: 0.021 | lr: 0.0001
Thu, 01 Aug 2019 20:12:07 INFO Epoch: 30, global_step: 15500 | loss: total: 0.51, xy: 0.07, wh: 0.10, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.016 | lr: 0.0001
Thu, 01 Aug 2019 20:12:23 INFO Epoch: 30, global_step: 15600 | loss: total: 0.51, xy: 0.07, wh: 0.09, conf: 0.08, class: 0.25 | Last batch: rec: 1.000, prec: 0.012 | lr: 0.0001
Thu, 01 Aug 2019 20:12:40 INFO Epoch: 30, global_step: 15700 | loss: total: 0.51, xy: 0.07, wh: 0.10, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:13:21 INFO ======> Epoch: 30, global_step: 15747.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9613, Precision: 0.0322, AP: 0.8184
EVAL: Class 1: Recall: 0.9167, Precision: 0.0133, AP: 0.8338
EVAL: Class 2: Recall: 0.9888, Precision: 0.0395, AP: 0.9729
EVAL: Class 3: Recall: 0.9730, Precision: 0.0068, AP: 0.8570
EVAL: Class 4: Recall: 0.9733, Precision: 0.0175, AP: 0.8934
EVAL: Class 5: Recall: 0.6667, Precision: 0.0041, AP: 0.4309
EVAL: Class 6: Recall: 0.9636, Precision: 0.0183, AP: 0.8832
EVAL: Class 7: Recall: 0.8571, Precision: 0.0214, AP: 0.6144
EVAL: Class 8: Recall: 0.9038, Precision: 0.0196, AP: 0.7731
EVAL: Class 9: Recall: 0.5405, Precision: 0.0055, AP: 0.1338
EVAL: Recall: 0.9118, Precison: 0.0187, mAP: 0.7211
EVAL: loss: total: 3.39, xy: 0.36, wh: 0.40, conf: 1.91, class: 0.71

Thu, 01 Aug 2019 20:13:32 INFO Epoch: 31, global_step: 15800 | loss: total: 0.54, xy: 0.06, wh: 0.11, conf: 0.09, class: 0.27 | Last batch: rec: 1.000, prec: 0.017 | lr: 0.0001
Thu, 01 Aug 2019 20:13:48 INFO Epoch: 31, global_step: 15900 | loss: total: 0.53, xy: 0.07, wh: 0.11, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.023 | lr: 0.0001
Thu, 01 Aug 2019 20:14:05 INFO Epoch: 31, global_step: 16000 | loss: total: 0.52, xy: 0.07, wh: 0.11, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.029 | lr: 0.0001
Thu, 01 Aug 2019 20:14:22 INFO Epoch: 31, global_step: 16100 | loss: total: 0.51, xy: 0.07, wh: 0.10, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.013 | lr: 0.0001
Thu, 01 Aug 2019 20:14:39 INFO Epoch: 31, global_step: 16200 | loss: total: 0.52, xy: 0.07, wh: 0.10, conf: 0.09, class: 0.25 | Last batch: rec: 1.000, prec: 0.028 | lr: 0.0001
Thu, 01 Aug 2019 20:14:56 INFO Epoch: 32, global_step: 16300 | loss: total: 0.50, xy: 0.06, wh: 0.14, conf: 0.08, class: 0.23 | Last batch: rec: 1.000, prec: 0.018 | lr: 0.0001
Thu, 01 Aug 2019 20:15:12 INFO Epoch: 32, global_step: 16400 | loss: total: 0.49, xy: 0.07, wh: 0.11, conf: 0.07, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 0.0001
Thu, 01 Aug 2019 20:15:29 INFO Epoch: 32, global_step: 16500 | loss: total: 0.48, xy: 0.06, wh: 0.10, conf: 0.07, class: 0.24 | Last batch: rec: 1.000, prec: 0.016 | lr: 0.0001
Thu, 01 Aug 2019 20:15:46 INFO Epoch: 32, global_step: 16600 | loss: total: 0.50, xy: 0.07, wh: 0.10, conf: 0.08, class: 0.25 | Last batch: rec: 1.000, prec: 0.026 | lr: 0.0001
Thu, 01 Aug 2019 20:16:03 INFO Epoch: 32, global_step: 16700 | loss: total: 0.51, xy: 0.07, wh: 0.11, conf: 0.08, class: 0.25 | Last batch: rec: 1.000, prec: 0.028 | lr: 0.0001
Thu, 01 Aug 2019 20:16:44 INFO ======> Epoch: 32, global_step: 16763.0, lr: 0.0001 <======
EVAL: Class 0: Recall: 0.9851, Precision: 0.0373, AP: 0.8724
EVAL: Class 1: Recall: 0.9074, Precision: 0.0157, AP: 0.8474
EVAL: Class 2: Recall: 0.9888, Precision: 0.0434, AP: 0.9734
EVAL: Class 3: Recall: 0.9459, Precision: 0.0074, AP: 0.8192
EVAL: Class 4: Recall: 0.9667, Precision: 0.0222, AP: 0.8857
EVAL: Class 5: Recall: 0.6667, Precision: 0.0046, AP: 0.3963
EVAL: Class 6: Recall: 0.9636, Precision: 0.0237, AP: 0.8735
EVAL: Class 7: Recall: 0.8333, Precision: 0.0258, AP: 0.5678
EVAL: Class 8: Recall: 0.9135, Precision: 0.0220, AP: 0.7581
EVAL: Class 9: Recall: 0.5946, Precision: 0.0060, AP: 0.1901
EVAL: Recall: 0.9152, Precison: 0.0218, mAP: 0.7184
EVAL: loss: total: 3.38, xy: 0.36, wh: 0.40, conf: 1.90, class: 0.71

Thu, 01 Aug 2019 20:16:50 INFO Epoch: 33, global_step: 16800 | loss: total: 0.46, xy: 0.06, wh: 0.08, conf: 0.06, class: 0.26 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:17:07 INFO Epoch: 33, global_step: 16900 | loss: total: 0.45, xy: 0.07, wh: 0.07, conf: 0.06, class: 0.26 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:17:23 INFO Epoch: 33, global_step: 17000 | loss: total: 0.43, xy: 0.06, wh: 0.06, conf: 0.06, class: 0.25 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:17:40 INFO Epoch: 33, global_step: 17100 | loss: total: 0.44, xy: 0.06, wh: 0.06, conf: 0.06, class: 0.25 | Last batch: rec: 1.000, prec: 0.023 | lr: 3e-05
Thu, 01 Aug 2019 20:17:57 INFO Epoch: 33, global_step: 17200 | loss: total: 0.43, xy: 0.06, wh: 0.06, conf: 0.06, class: 0.25 | Last batch: rec: 1.000, prec: 0.029 | lr: 3e-05
Thu, 01 Aug 2019 20:18:14 INFO Epoch: 34, global_step: 17300 | loss: total: 0.46, xy: 0.07, wh: 0.06, conf: 0.06, class: 0.27 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:18:30 INFO Epoch: 34, global_step: 17400 | loss: total: 0.42, xy: 0.06, wh: 0.05, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:18:47 INFO Epoch: 34, global_step: 17500 | loss: total: 0.41, xy: 0.06, wh: 0.05, conf: 0.05, class: 0.26 | Last batch: rec: 1.000, prec: 0.019 | lr: 3e-05
Thu, 01 Aug 2019 20:19:04 INFO Epoch: 34, global_step: 17600 | loss: total: 0.41, xy: 0.06, wh: 0.05, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.016 | lr: 3e-05
Thu, 01 Aug 2019 20:19:21 INFO Epoch: 34, global_step: 17700 | loss: total: 0.41, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.025 | lr: 3e-05
Thu, 01 Aug 2019 20:20:05 INFO ======> Epoch: 34, global_step: 17779.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0343, AP: 0.8523
EVAL: Class 1: Recall: 0.8981, Precision: 0.0140, AP: 0.8507
EVAL: Class 2: Recall: 0.9888, Precision: 0.0393, AP: 0.9750
EVAL: Class 3: Recall: 0.9730, Precision: 0.0070, AP: 0.8589
EVAL: Class 4: Recall: 0.9733, Precision: 0.0198, AP: 0.9000
EVAL: Class 5: Recall: 0.6190, Precision: 0.0040, AP: 0.4058
EVAL: Class 6: Recall: 0.9636, Precision: 0.0223, AP: 0.8805
EVAL: Class 7: Recall: 0.8333, Precision: 0.0243, AP: 0.6233
EVAL: Class 8: Recall: 0.9038, Precision: 0.0218, AP: 0.7756
EVAL: Class 9: Recall: 0.5000, Precision: 0.0051, AP: 0.1950
EVAL: Recall: 0.9064, Precison: 0.0202, mAP: 0.7317
EVAL: loss: total: 3.35, xy: 0.36, wh: 0.37, conf: 1.91, class: 0.71

Thu, 01 Aug 2019 20:20:10 INFO Epoch: 35, global_step: 17800 | loss: total: 0.45, xy: 0.07, wh: 0.05, conf: 0.07, class: 0.27 | Last batch: rec: 1.000, prec: 0.016 | lr: 3e-05
Thu, 01 Aug 2019 20:20:27 INFO Epoch: 35, global_step: 17900 | loss: total: 0.41, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:20:44 INFO Epoch: 35, global_step: 18000 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:21:00 INFO Epoch: 35, global_step: 18100 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 3e-05
Thu, 01 Aug 2019 20:21:17 INFO Epoch: 35, global_step: 18200 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.012 | lr: 3e-05
Thu, 01 Aug 2019 20:21:34 INFO Epoch: 36, global_step: 18300 | loss: total: 0.37, xy: 0.06, wh: 0.04, conf: 0.04, class: 0.23 | Last batch: rec: 1.000, prec: 0.010 | lr: 3e-05
Thu, 01 Aug 2019 20:21:51 INFO Epoch: 36, global_step: 18400 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.026 | lr: 3e-05
Thu, 01 Aug 2019 20:22:07 INFO Epoch: 36, global_step: 18500 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:22:24 INFO Epoch: 36, global_step: 18600 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 3e-05
Thu, 01 Aug 2019 20:22:41 INFO Epoch: 36, global_step: 18700 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:23:28 INFO ======> Epoch: 36, global_step: 18795.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9762, Precision: 0.0331, AP: 0.8515
EVAL: Class 1: Recall: 0.9074, Precision: 0.0128, AP: 0.8541
EVAL: Class 2: Recall: 0.9888, Precision: 0.0378, AP: 0.9761
EVAL: Class 3: Recall: 0.9730, Precision: 0.0067, AP: 0.8427
EVAL: Class 4: Recall: 0.9733, Precision: 0.0182, AP: 0.8905
EVAL: Class 5: Recall: 0.6190, Precision: 0.0038, AP: 0.4119
EVAL: Class 6: Recall: 0.9545, Precision: 0.0213, AP: 0.8763
EVAL: Class 7: Recall: 0.8294, Precision: 0.0236, AP: 0.6148
EVAL: Class 8: Recall: 0.8846, Precision: 0.0208, AP: 0.7628
EVAL: Class 9: Recall: 0.5000, Precision: 0.0048, AP: 0.1447
EVAL: Recall: 0.9037, Precison: 0.0192, mAP: 0.7225
EVAL: loss: total: 3.38, xy: 0.36, wh: 0.38, conf: 1.93, class: 0.71

Thu, 01 Aug 2019 20:23:29 INFO Epoch: 37, global_step: 18800 | loss: total: 0.46, xy: 0.05, wh: 0.05, conf: 0.09, class: 0.27 | Last batch: rec: 1.000, prec: 0.029 | lr: 3e-05
Thu, 01 Aug 2019 20:23:45 INFO Epoch: 37, global_step: 18900 | loss: total: 0.41, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.26 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:24:02 INFO Epoch: 37, global_step: 19000 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.031 | lr: 3e-05
Thu, 01 Aug 2019 20:24:19 INFO Epoch: 37, global_step: 19100 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.030 | lr: 3e-05
Thu, 01 Aug 2019 20:24:36 INFO Epoch: 37, global_step: 19200 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.012 | lr: 3e-05
Thu, 01 Aug 2019 20:24:52 INFO Epoch: 37, global_step: 19300 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:25:09 INFO Epoch: 38, global_step: 19400 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:25:26 INFO Epoch: 38, global_step: 19500 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:25:43 INFO Epoch: 38, global_step: 19600 | loss: total: 0.39, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:25:59 INFO Epoch: 38, global_step: 19700 | loss: total: 0.38, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.018 | lr: 3e-05
Thu, 01 Aug 2019 20:26:16 INFO Epoch: 38, global_step: 19800 | loss: total: 0.38, xy: 0.06, wh: 0.04, conf: 0.05, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 3e-05
Thu, 01 Aug 2019 20:26:49 INFO ======> Epoch: 38, global_step: 19811.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9762, Precision: 0.0349, AP: 0.8551
EVAL: Class 1: Recall: 0.9167, Precision: 0.0135, AP: 0.8600
EVAL: Class 2: Recall: 0.9888, Precision: 0.0408, AP: 0.9759
EVAL: Class 3: Recall: 0.9730, Precision: 0.0069, AP: 0.8398
EVAL: Class 4: Recall: 0.9800, Precision: 0.0189, AP: 0.8960
EVAL: Class 5: Recall: 0.6190, Precision: 0.0041, AP: 0.4389
EVAL: Class 6: Recall: 0.9545, Precision: 0.0217, AP: 0.8789
EVAL: Class 7: Recall: 0.8294, Precision: 0.0231, AP: 0.6173
EVAL: Class 8: Recall: 0.8990, Precision: 0.0219, AP: 0.7715
EVAL: Class 9: Recall: 0.4595, Precision: 0.0045, AP: 0.1331
EVAL: Recall: 0.9050, Precison: 0.0198, mAP: 0.7267
EVAL: loss: total: 3.36, xy: 0.36, wh: 0.37, conf: 1.92, class: 0.71

Thu, 01 Aug 2019 20:27:04 INFO Epoch: 39, global_step: 19900 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 3e-05
Thu, 01 Aug 2019 20:27:20 INFO Epoch: 39, global_step: 20000 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 3e-05
Thu, 01 Aug 2019 20:27:37 INFO Epoch: 39, global_step: 20100 | loss: total: 0.38, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 3e-05
Thu, 01 Aug 2019 20:27:54 INFO Epoch: 39, global_step: 20200 | loss: total: 0.38, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:28:11 INFO Epoch: 39, global_step: 20300 | loss: total: 0.38, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:28:27 INFO Epoch: 40, global_step: 20400 | loss: total: 0.40, xy: 0.06, wh: 0.04, conf: 0.04, class: 0.26 | Last batch: rec: 1.000, prec: 0.026 | lr: 3e-05
Thu, 01 Aug 2019 20:28:44 INFO Epoch: 40, global_step: 20500 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:29:01 INFO Epoch: 40, global_step: 20600 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:29:17 INFO Epoch: 40, global_step: 20700 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:29:34 INFO Epoch: 40, global_step: 20800 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:30:11 INFO ======> Epoch: 40, global_step: 20827.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0340, AP: 0.8507
EVAL: Class 1: Recall: 0.9167, Precision: 0.0128, AP: 0.8642
EVAL: Class 2: Recall: 0.9831, Precision: 0.0405, AP: 0.9708
EVAL: Class 3: Recall: 0.9730, Precision: 0.0068, AP: 0.8397
EVAL: Class 4: Recall: 0.9733, Precision: 0.0186, AP: 0.8923
EVAL: Class 5: Recall: 0.5714, Precision: 0.0036, AP: 0.4195
EVAL: Class 6: Recall: 0.9455, Precision: 0.0206, AP: 0.8654
EVAL: Class 7: Recall: 0.8175, Precision: 0.0240, AP: 0.6065
EVAL: Class 8: Recall: 0.8942, Precision: 0.0213, AP: 0.7561
EVAL: Class 9: Recall: 0.5000, Precision: 0.0047, AP: 0.1644
EVAL: Recall: 0.9003, Precison: 0.0194, mAP: 0.7229
EVAL: loss: total: 3.43, xy: 0.37, wh: 0.38, conf: 1.98, class: 0.71

Thu, 01 Aug 2019 20:30:24 INFO Epoch: 41, global_step: 20900 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:30:41 INFO Epoch: 41, global_step: 21000 | loss: total: 0.38, xy: 0.06, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 3e-05
Thu, 01 Aug 2019 20:30:57 INFO Epoch: 41, global_step: 21100 | loss: total: 0.38, xy: 0.06, wh: 0.04, conf: 0.04, class: 0.25 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:31:14 INFO Epoch: 41, global_step: 21200 | loss: total: 0.38, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.035 | lr: 3e-05
Thu, 01 Aug 2019 20:31:31 INFO Epoch: 41, global_step: 21300 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.035 | lr: 3e-05
Thu, 01 Aug 2019 20:31:48 INFO Epoch: 42, global_step: 21400 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:32:04 INFO Epoch: 42, global_step: 21500 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:32:21 INFO Epoch: 42, global_step: 21600 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 3e-05
Thu, 01 Aug 2019 20:32:38 INFO Epoch: 42, global_step: 21700 | loss: total: 0.38, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.25 | Last batch: rec: 1.000, prec: 0.029 | lr: 3e-05
Thu, 01 Aug 2019 20:32:55 INFO Epoch: 42, global_step: 21800 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 3e-05
Thu, 01 Aug 2019 20:33:32 INFO ======> Epoch: 42, global_step: 21843.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0367, AP: 0.8362
EVAL: Class 1: Recall: 0.9074, Precision: 0.0134, AP: 0.8549
EVAL: Class 2: Recall: 0.9888, Precision: 0.0429, AP: 0.9754
EVAL: Class 3: Recall: 0.9730, Precision: 0.0068, AP: 0.8393
EVAL: Class 4: Recall: 0.9733, Precision: 0.0201, AP: 0.8852
EVAL: Class 5: Recall: 0.6190, Precision: 0.0041, AP: 0.4504
EVAL: Class 6: Recall: 0.9545, Precision: 0.0216, AP: 0.8747
EVAL: Class 7: Recall: 0.8254, Precision: 0.0249, AP: 0.6203
EVAL: Class 8: Recall: 0.8990, Precision: 0.0227, AP: 0.7580
EVAL: Class 9: Recall: 0.5000, Precision: 0.0050, AP: 0.1510
EVAL: Recall: 0.9023, Precison: 0.0205, mAP: 0.7245
EVAL: loss: total: 3.44, xy: 0.37, wh: 0.38, conf: 1.99, class: 0.70

Thu, 01 Aug 2019 20:33:42 INFO Epoch: 43, global_step: 21900 | loss: total: 0.36, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:33:59 INFO Epoch: 43, global_step: 22000 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:34:15 INFO Epoch: 43, global_step: 22100 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 3e-05
Thu, 01 Aug 2019 20:34:32 INFO Epoch: 43, global_step: 22200 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.037 | lr: 3e-05
Thu, 01 Aug 2019 20:34:49 INFO Epoch: 43, global_step: 22300 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 3e-05
Thu, 01 Aug 2019 20:35:06 INFO Epoch: 44, global_step: 22400 | loss: total: 0.38, xy: 0.06, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 3e-05
Thu, 01 Aug 2019 20:35:22 INFO Epoch: 44, global_step: 22500 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 3e-05
Thu, 01 Aug 2019 20:35:39 INFO Epoch: 44, global_step: 22600 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 3e-05
Thu, 01 Aug 2019 20:35:56 INFO Epoch: 44, global_step: 22700 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.011 | lr: 3e-05
Thu, 01 Aug 2019 20:36:13 INFO Epoch: 44, global_step: 22800 | loss: total: 0.37, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.031 | lr: 3e-05
Thu, 01 Aug 2019 20:36:53 INFO ======> Epoch: 44, global_step: 22859.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0375, AP: 0.8358
EVAL: Class 1: Recall: 0.9074, Precision: 0.0136, AP: 0.8537
EVAL: Class 2: Recall: 0.9888, Precision: 0.0424, AP: 0.9757
EVAL: Class 3: Recall: 0.9459, Precision: 0.0066, AP: 0.9016
EVAL: Class 4: Recall: 0.9733, Precision: 0.0201, AP: 0.8886
EVAL: Class 5: Recall: 0.6190, Precision: 0.0040, AP: 0.4088
EVAL: Class 6: Recall: 0.9545, Precision: 0.0212, AP: 0.8721
EVAL: Class 7: Recall: 0.8254, Precision: 0.0247, AP: 0.6129
EVAL: Class 8: Recall: 0.8990, Precision: 0.0227, AP: 0.7793
EVAL: Class 9: Recall: 0.4730, Precision: 0.0047, AP: 0.1251
EVAL: Recall: 0.9016, Precison: 0.0204, mAP: 0.7254
EVAL: loss: total: 3.46, xy: 0.37, wh: 0.38, conf: 2.01, class: 0.70

Thu, 01 Aug 2019 20:37:00 INFO Epoch: 45, global_step: 22900 | loss: total: 0.39, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.25 | Last batch: rec: 1.000, prec: 0.019 | lr: 3e-05
Thu, 01 Aug 2019 20:37:17 INFO Epoch: 45, global_step: 23000 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 3e-05
Thu, 01 Aug 2019 20:37:33 INFO Epoch: 45, global_step: 23100 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.25 | Last batch: rec: 1.000, prec: 0.023 | lr: 3e-05
Thu, 01 Aug 2019 20:37:50 INFO Epoch: 45, global_step: 23200 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.25 | Last batch: rec: 1.000, prec: 0.030 | lr: 3e-05
Thu, 01 Aug 2019 20:38:07 INFO Epoch: 45, global_step: 23300 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 3e-05
Thu, 01 Aug 2019 20:38:24 INFO Epoch: 46, global_step: 23400 | loss: total: 0.34, xy: 0.04, wh: 0.04, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 3e-05
Thu, 01 Aug 2019 20:38:40 INFO Epoch: 46, global_step: 23500 | loss: total: 0.36, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:38:57 INFO Epoch: 46, global_step: 23600 | loss: total: 0.36, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.035 | lr: 3e-05
Thu, 01 Aug 2019 20:39:14 INFO Epoch: 46, global_step: 23700 | loss: total: 0.36, xy: 0.05, wh: 0.04, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 3e-05
Thu, 01 Aug 2019 20:39:30 INFO Epoch: 46, global_step: 23800 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 3e-05
Thu, 01 Aug 2019 20:40:13 INFO ======> Epoch: 46, global_step: 23875.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0377, AP: 0.8604
EVAL: Class 1: Recall: 0.9167, Precision: 0.0142, AP: 0.8647
EVAL: Class 2: Recall: 0.9888, Precision: 0.0429, AP: 0.9682
EVAL: Class 3: Recall: 0.9730, Precision: 0.0069, AP: 0.8400
EVAL: Class 4: Recall: 0.9733, Precision: 0.0207, AP: 0.8879
EVAL: Class 5: Recall: 0.6667, Precision: 0.0045, AP: 0.4351
EVAL: Class 6: Recall: 0.9545, Precision: 0.0222, AP: 0.8764
EVAL: Class 7: Recall: 0.8254, Precision: 0.0249, AP: 0.6114
EVAL: Class 8: Recall: 0.8942, Precision: 0.0234, AP: 0.7723
EVAL: Class 9: Recall: 0.4730, Precision: 0.0049, AP: 0.1233
EVAL: Recall: 0.9030, Precison: 0.0210, mAP: 0.7240
EVAL: loss: total: 3.46, xy: 0.37, wh: 0.38, conf: 2.02, class: 0.70

Thu, 01 Aug 2019 20:40:18 INFO Epoch: 47, global_step: 23900 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.23 | Last batch: rec: 1.000, prec: 0.028 | lr: 3e-05
Thu, 01 Aug 2019 20:40:35 INFO Epoch: 47, global_step: 24000 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 3e-05
Thu, 01 Aug 2019 20:40:51 INFO Epoch: 47, global_step: 24100 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 3e-05
Thu, 01 Aug 2019 20:41:08 INFO Epoch: 47, global_step: 24200 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 3e-05
Thu, 01 Aug 2019 20:41:25 INFO Epoch: 47, global_step: 24300 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 3e-05
Thu, 01 Aug 2019 20:41:42 INFO Epoch: 48, global_step: 24400 | loss: total: 0.44, xy: 0.06, wh: 0.04, conf: 0.06, class: 0.29 | Last batch: rec: 1.000, prec: 0.029 | lr: 3e-05
Thu, 01 Aug 2019 20:41:58 INFO Epoch: 48, global_step: 24500 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 3e-05
Thu, 01 Aug 2019 20:42:15 INFO Epoch: 48, global_step: 24600 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 3e-05
Thu, 01 Aug 2019 20:42:32 INFO Epoch: 48, global_step: 24700 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:42:49 INFO Epoch: 48, global_step: 24800 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.033 | lr: 3e-05
Thu, 01 Aug 2019 20:43:34 INFO ======> Epoch: 48, global_step: 24891.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9673, Precision: 0.0382, AP: 0.8570
EVAL: Class 1: Recall: 0.9074, Precision: 0.0143, AP: 0.8528
EVAL: Class 2: Recall: 0.9831, Precision: 0.0446, AP: 0.9759
EVAL: Class 3: Recall: 0.9730, Precision: 0.0069, AP: 0.8960
EVAL: Class 4: Recall: 0.9733, Precision: 0.0207, AP: 0.8883
EVAL: Class 5: Recall: 0.6190, Precision: 0.0043, AP: 0.4162
EVAL: Class 6: Recall: 0.9636, Precision: 0.0227, AP: 0.8783
EVAL: Class 7: Recall: 0.8254, Precision: 0.0265, AP: 0.6192
EVAL: Class 8: Recall: 0.8942, Precision: 0.0241, AP: 0.7591
EVAL: Class 9: Recall: 0.4865, Precision: 0.0054, AP: 0.1338
EVAL: Recall: 0.9016, Precison: 0.0216, mAP: 0.7276
EVAL: loss: total: 3.52, xy: 0.37, wh: 0.38, conf: 2.06, class: 0.71

Thu, 01 Aug 2019 20:43:36 INFO Epoch: 49, global_step: 24900 | loss: total: 0.29, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.21 | Last batch: rec: 1.000, prec: 0.016 | lr: 3e-05
Thu, 01 Aug 2019 20:43:53 INFO Epoch: 49, global_step: 25000 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:44:09 INFO Epoch: 49, global_step: 25100 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 3e-05
Thu, 01 Aug 2019 20:44:26 INFO Epoch: 49, global_step: 25200 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 3e-05
Thu, 01 Aug 2019 20:44:43 INFO Epoch: 49, global_step: 25300 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 3e-05
Thu, 01 Aug 2019 20:45:00 INFO Epoch: 50, global_step: 25400 | loss: total: 0.23, xy: 0.02, wh: 0.02, conf: 0.03, class: 0.16 | Last batch: rec: 1.000, prec: 0.015 | lr: 3e-05
Thu, 01 Aug 2019 20:45:16 INFO Epoch: 50, global_step: 25500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 3e-05
Thu, 01 Aug 2019 20:45:33 INFO Epoch: 50, global_step: 25600 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 3e-05
Thu, 01 Aug 2019 20:45:50 INFO Epoch: 50, global_step: 25700 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 3e-05
Thu, 01 Aug 2019 20:46:07 INFO Epoch: 50, global_step: 25800 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 3e-05
Thu, 01 Aug 2019 20:46:23 INFO Epoch: 50, global_step: 25900 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:46:57 INFO ======> Epoch: 50, global_step: 25907.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0394, AP: 0.8667
EVAL: Class 1: Recall: 0.9167, Precision: 0.0148, AP: 0.8616
EVAL: Class 2: Recall: 0.9831, Precision: 0.0448, AP: 0.9764
EVAL: Class 3: Recall: 0.9459, Precision: 0.0068, AP: 0.8990
EVAL: Class 4: Recall: 0.9600, Precision: 0.0205, AP: 0.8774
EVAL: Class 5: Recall: 0.5714, Precision: 0.0041, AP: 0.4059
EVAL: Class 6: Recall: 0.9636, Precision: 0.0229, AP: 0.8791
EVAL: Class 7: Recall: 0.8254, Precision: 0.0261, AP: 0.6261
EVAL: Class 8: Recall: 0.8846, Precision: 0.0237, AP: 0.7679
EVAL: Class 9: Recall: 0.5000, Precision: 0.0055, AP: 0.1399
EVAL: Recall: 0.8996, Precison: 0.0217, mAP: 0.7300
EVAL: loss: total: 3.51, xy: 0.37, wh: 0.39, conf: 2.05, class: 0.70

Thu, 01 Aug 2019 20:47:12 INFO Epoch: 51, global_step: 26000 | loss: total: 0.36, xy: 0.04, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 3e-05
Thu, 01 Aug 2019 20:47:29 INFO Epoch: 51, global_step: 26100 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 3e-05
Thu, 01 Aug 2019 20:47:46 INFO Epoch: 51, global_step: 26200 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.24 | Last batch: rec: 1.000, prec: 0.042 | lr: 3e-05
Thu, 01 Aug 2019 20:48:03 INFO Epoch: 51, global_step: 26300 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 3e-05
Thu, 01 Aug 2019 20:48:19 INFO Epoch: 51, global_step: 26400 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.058 | lr: 3e-05
Thu, 01 Aug 2019 20:48:36 INFO Epoch: 52, global_step: 26500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.033 | lr: 3e-05
Thu, 01 Aug 2019 20:48:53 INFO Epoch: 52, global_step: 26600 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.027 | lr: 3e-05
Thu, 01 Aug 2019 20:49:10 INFO Epoch: 52, global_step: 26700 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.036 | lr: 3e-05
Thu, 01 Aug 2019 20:49:26 INFO Epoch: 52, global_step: 26800 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 3e-05
Thu, 01 Aug 2019 20:49:43 INFO Epoch: 52, global_step: 26900 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 3e-05
Thu, 01 Aug 2019 20:50:17 INFO ======> Epoch: 52, global_step: 26923.0, lr: 3e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0425, AP: 0.8530
EVAL: Class 1: Recall: 0.9074, Precision: 0.0164, AP: 0.8566
EVAL: Class 2: Recall: 0.9831, Precision: 0.0493, AP: 0.9762
EVAL: Class 3: Recall: 0.9730, Precision: 0.0076, AP: 0.8925
EVAL: Class 4: Recall: 0.9733, Precision: 0.0227, AP: 0.8850
EVAL: Class 5: Recall: 0.6190, Precision: 0.0049, AP: 0.4135
EVAL: Class 6: Recall: 0.9636, Precision: 0.0242, AP: 0.8768
EVAL: Class 7: Recall: 0.8254, Precision: 0.0288, AP: 0.6099
EVAL: Class 8: Recall: 0.8990, Precision: 0.0256, AP: 0.7702
EVAL: Class 9: Recall: 0.4730, Precision: 0.0056, AP: 0.1442
EVAL: Recall: 0.9009, Precison: 0.0237, mAP: 0.7278
EVAL: loss: total: 3.53, xy: 0.37, wh: 0.38, conf: 2.07, class: 0.70

Thu, 01 Aug 2019 20:50:30 INFO Epoch: 53, global_step: 27000 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.047 | lr: 1e-05
Thu, 01 Aug 2019 20:50:47 INFO Epoch: 53, global_step: 27100 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 20:51:04 INFO Epoch: 53, global_step: 27200 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 20:51:20 INFO Epoch: 53, global_step: 27300 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 20:51:37 INFO Epoch: 53, global_step: 27400 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 20:51:54 INFO Epoch: 54, global_step: 27500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.018 | lr: 1e-05
Thu, 01 Aug 2019 20:52:11 INFO Epoch: 54, global_step: 27600 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 20:52:27 INFO Epoch: 54, global_step: 27700 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 20:52:44 INFO Epoch: 54, global_step: 27800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 20:53:01 INFO Epoch: 54, global_step: 27900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 1e-05
Thu, 01 Aug 2019 20:53:37 INFO ======> Epoch: 54, global_step: 27939.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0426, AP: 0.8531
EVAL: Class 1: Recall: 0.9074, Precision: 0.0163, AP: 0.8575
EVAL: Class 2: Recall: 0.9831, Precision: 0.0483, AP: 0.9758
EVAL: Class 3: Recall: 0.9730, Precision: 0.0075, AP: 0.8999
EVAL: Class 4: Recall: 0.9733, Precision: 0.0231, AP: 0.8873
EVAL: Class 5: Recall: 0.5714, Precision: 0.0046, AP: 0.4145
EVAL: Class 6: Recall: 0.9545, Precision: 0.0240, AP: 0.8723
EVAL: Class 7: Recall: 0.8214, Precision: 0.0290, AP: 0.6205
EVAL: Class 8: Recall: 0.8942, Precision: 0.0256, AP: 0.7729
EVAL: Class 9: Recall: 0.4595, Precision: 0.0056, AP: 0.1315
EVAL: Recall: 0.8976, Precison: 0.0237, mAP: 0.7285
EVAL: loss: total: 3.53, xy: 0.37, wh: 0.38, conf: 2.08, class: 0.70

Thu, 01 Aug 2019 20:53:48 INFO Epoch: 55, global_step: 28000 | loss: total: 0.34, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 1e-05
Thu, 01 Aug 2019 20:54:04 INFO Epoch: 55, global_step: 28100 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.055 | lr: 1e-05
Thu, 01 Aug 2019 20:54:21 INFO Epoch: 55, global_step: 28200 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 20:54:38 INFO Epoch: 55, global_step: 28300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 20:54:54 INFO Epoch: 55, global_step: 28400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 20:55:11 INFO Epoch: 56, global_step: 28500 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.041 | lr: 1e-05
Thu, 01 Aug 2019 20:55:28 INFO Epoch: 56, global_step: 28600 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 20:55:45 INFO Epoch: 56, global_step: 28700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 20:56:01 INFO Epoch: 56, global_step: 28800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 20:56:18 INFO Epoch: 56, global_step: 28900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 20:56:57 INFO ======> Epoch: 56, global_step: 28955.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0424, AP: 0.8499
EVAL: Class 1: Recall: 0.9074, Precision: 0.0161, AP: 0.8578
EVAL: Class 2: Recall: 0.9831, Precision: 0.0484, AP: 0.9763
EVAL: Class 3: Recall: 0.9459, Precision: 0.0072, AP: 0.8464
EVAL: Class 4: Recall: 0.9733, Precision: 0.0228, AP: 0.8963
EVAL: Class 5: Recall: 0.6190, Precision: 0.0049, AP: 0.4414
EVAL: Class 6: Recall: 0.9636, Precision: 0.0241, AP: 0.8813
EVAL: Class 7: Recall: 0.8294, Precision: 0.0282, AP: 0.6178
EVAL: Class 8: Recall: 0.8894, Precision: 0.0251, AP: 0.7761
EVAL: Class 9: Recall: 0.4730, Precision: 0.0056, AP: 0.1463
EVAL: Recall: 0.8996, Precison: 0.0234, mAP: 0.7290
EVAL: loss: total: 3.52, xy: 0.37, wh: 0.38, conf: 2.07, class: 0.70

Thu, 01 Aug 2019 20:57:05 INFO Epoch: 57, global_step: 29000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 20:57:22 INFO Epoch: 57, global_step: 29100 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 20:57:39 INFO Epoch: 57, global_step: 29200 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.041 | lr: 1e-05
Thu, 01 Aug 2019 20:57:55 INFO Epoch: 57, global_step: 29300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 20:58:12 INFO Epoch: 57, global_step: 29400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 20:58:29 INFO Epoch: 58, global_step: 29500 | loss: total: 0.36, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 20:58:45 INFO Epoch: 58, global_step: 29600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 20:59:02 INFO Epoch: 58, global_step: 29700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 20:59:19 INFO Epoch: 58, global_step: 29800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 20:59:36 INFO Epoch: 58, global_step: 29900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.044 | lr: 1e-05
Thu, 01 Aug 2019 21:00:17 INFO ======> Epoch: 58, global_step: 29971.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0421, AP: 0.8462
EVAL: Class 1: Recall: 0.9167, Precision: 0.0165, AP: 0.8641
EVAL: Class 2: Recall: 0.9888, Precision: 0.0477, AP: 0.9763
EVAL: Class 3: Recall: 0.9459, Precision: 0.0072, AP: 0.8457
EVAL: Class 4: Recall: 0.9733, Precision: 0.0230, AP: 0.8874
EVAL: Class 5: Recall: 0.5714, Precision: 0.0045, AP: 0.4078
EVAL: Class 6: Recall: 0.9636, Precision: 0.0243, AP: 0.8786
EVAL: Class 7: Recall: 0.8254, Precision: 0.0294, AP: 0.6225
EVAL: Class 8: Recall: 0.8894, Precision: 0.0254, AP: 0.7686
EVAL: Class 9: Recall: 0.4595, Precision: 0.0057, AP: 0.1329
EVAL: Recall: 0.8989, Precison: 0.0236, mAP: 0.7230
EVAL: loss: total: 3.53, xy: 0.37, wh: 0.38, conf: 2.08, class: 0.71

Thu, 01 Aug 2019 21:00:23 INFO Epoch: 59, global_step: 30000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:00:39 INFO Epoch: 59, global_step: 30100 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:00:56 INFO Epoch: 59, global_step: 30200 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:01:13 INFO Epoch: 59, global_step: 30300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.040 | lr: 1e-05
Thu, 01 Aug 2019 21:01:29 INFO Epoch: 59, global_step: 30400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:01:46 INFO Epoch: 60, global_step: 30500 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.22 | Last batch: rec: 1.000, prec: 0.018 | lr: 1e-05
Thu, 01 Aug 2019 21:02:03 INFO Epoch: 60, global_step: 30600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.036 | lr: 1e-05
Thu, 01 Aug 2019 21:02:20 INFO Epoch: 60, global_step: 30700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:02:36 INFO Epoch: 60, global_step: 30800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:02:53 INFO Epoch: 60, global_step: 30900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:03:40 INFO ======> Epoch: 60, global_step: 30987.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0444, AP: 0.8651
EVAL: Class 1: Recall: 0.9074, Precision: 0.0169, AP: 0.8575
EVAL: Class 2: Recall: 0.9831, Precision: 0.0501, AP: 0.9753
EVAL: Class 3: Recall: 0.9459, Precision: 0.0076, AP: 0.8991
EVAL: Class 4: Recall: 0.9667, Precision: 0.0234, AP: 0.8871
EVAL: Class 5: Recall: 0.6190, Precision: 0.0050, AP: 0.4075
EVAL: Class 6: Recall: 0.9636, Precision: 0.0252, AP: 0.8774
EVAL: Class 7: Recall: 0.8175, Precision: 0.0289, AP: 0.6174
EVAL: Class 8: Recall: 0.8894, Precision: 0.0258, AP: 0.7782
EVAL: Class 9: Recall: 0.4730, Precision: 0.0058, AP: 0.1352
EVAL: Recall: 0.8982, Precison: 0.0243, mAP: 0.7300
EVAL: loss: total: 3.52, xy: 0.37, wh: 0.38, conf: 2.06, class: 0.70

Thu, 01 Aug 2019 21:03:42 INFO Epoch: 61, global_step: 31000 | loss: total: 0.35, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.26 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:03:59 INFO Epoch: 61, global_step: 31100 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:04:15 INFO Epoch: 61, global_step: 31200 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:04:32 INFO Epoch: 61, global_step: 31300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:04:49 INFO Epoch: 61, global_step: 31400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 1e-05
Thu, 01 Aug 2019 21:05:06 INFO Epoch: 62, global_step: 31500 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:05:22 INFO Epoch: 62, global_step: 31600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:05:39 INFO Epoch: 62, global_step: 31700 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:05:56 INFO Epoch: 62, global_step: 31800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:06:12 INFO Epoch: 62, global_step: 31900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:06:29 INFO Epoch: 62, global_step: 32000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 21:07:00 INFO ======> Epoch: 62, global_step: 32003.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9673, Precision: 0.0432, AP: 0.8504
EVAL: Class 1: Recall: 0.9074, Precision: 0.0163, AP: 0.8575
EVAL: Class 2: Recall: 0.9831, Precision: 0.0492, AP: 0.9756
EVAL: Class 3: Recall: 0.9459, Precision: 0.0074, AP: 0.8459
EVAL: Class 4: Recall: 0.9667, Precision: 0.0229, AP: 0.8876
EVAL: Class 5: Recall: 0.6190, Precision: 0.0049, AP: 0.4511
EVAL: Class 6: Recall: 0.9636, Precision: 0.0247, AP: 0.8785
EVAL: Class 7: Recall: 0.8294, Precision: 0.0293, AP: 0.6235
EVAL: Class 8: Recall: 0.8942, Precision: 0.0256, AP: 0.7823
EVAL: Class 9: Recall: 0.4730, Precision: 0.0057, AP: 0.1400
EVAL: Recall: 0.9003, Precison: 0.0239, mAP: 0.7293
EVAL: loss: total: 3.54, xy: 0.37, wh: 0.38, conf: 2.09, class: 0.70

Thu, 01 Aug 2019 21:07:16 INFO Epoch: 63, global_step: 32100 | loss: total: 0.33, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.013 | lr: 1e-05
Thu, 01 Aug 2019 21:07:33 INFO Epoch: 63, global_step: 32200 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:07:49 INFO Epoch: 63, global_step: 32300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 21:08:06 INFO Epoch: 63, global_step: 32400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:08:23 INFO Epoch: 63, global_step: 32500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:08:40 INFO Epoch: 64, global_step: 32600 | loss: total: 0.34, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:08:56 INFO Epoch: 64, global_step: 32700 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.057 | lr: 1e-05
Thu, 01 Aug 2019 21:09:13 INFO Epoch: 64, global_step: 32800 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:09:30 INFO Epoch: 64, global_step: 32900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.031 | lr: 1e-05
Thu, 01 Aug 2019 21:09:46 INFO Epoch: 64, global_step: 33000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:10:20 INFO ======> Epoch: 64, global_step: 33019.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0429, AP: 0.8453
EVAL: Class 1: Recall: 0.8981, Precision: 0.0166, AP: 0.8360
EVAL: Class 2: Recall: 0.9831, Precision: 0.0502, AP: 0.9759
EVAL: Class 3: Recall: 0.9459, Precision: 0.0074, AP: 0.8433
EVAL: Class 4: Recall: 0.9733, Precision: 0.0236, AP: 0.8871
EVAL: Class 5: Recall: 0.6190, Precision: 0.0050, AP: 0.4513
EVAL: Class 6: Recall: 0.9545, Precision: 0.0250, AP: 0.8707
EVAL: Class 7: Recall: 0.8294, Precision: 0.0301, AP: 0.6144
EVAL: Class 8: Recall: 0.8894, Precision: 0.0261, AP: 0.7612
EVAL: Class 9: Recall: 0.4730, Precision: 0.0061, AP: 0.1389
EVAL: Recall: 0.8982, Precison: 0.0243, mAP: 0.7224
EVAL: loss: total: 3.56, xy: 0.37, wh: 0.38, conf: 2.10, class: 0.71

Thu, 01 Aug 2019 21:10:33 INFO Epoch: 65, global_step: 33100 | loss: total: 0.31, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.028 | lr: 1e-05
Thu, 01 Aug 2019 21:10:50 INFO Epoch: 65, global_step: 33200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:11:07 INFO Epoch: 65, global_step: 33300 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:11:23 INFO Epoch: 65, global_step: 33400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:11:40 INFO Epoch: 65, global_step: 33500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:11:57 INFO Epoch: 66, global_step: 33600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:12:13 INFO Epoch: 66, global_step: 33700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 21:12:30 INFO Epoch: 66, global_step: 33800 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:12:47 INFO Epoch: 66, global_step: 33900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:13:03 INFO Epoch: 66, global_step: 34000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 21:13:40 INFO ======> Epoch: 66, global_step: 34035.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9613, Precision: 0.0446, AP: 0.8444
EVAL: Class 1: Recall: 0.9074, Precision: 0.0173, AP: 0.8568
EVAL: Class 2: Recall: 0.9831, Precision: 0.0514, AP: 0.9759
EVAL: Class 3: Recall: 0.9459, Precision: 0.0075, AP: 0.8513
EVAL: Class 4: Recall: 0.9667, Precision: 0.0237, AP: 0.8861
EVAL: Class 5: Recall: 0.5714, Precision: 0.0047, AP: 0.4184
EVAL: Class 6: Recall: 0.9545, Precision: 0.0252, AP: 0.8753
EVAL: Class 7: Recall: 0.8175, Precision: 0.0301, AP: 0.6135
EVAL: Class 8: Recall: 0.8990, Precision: 0.0265, AP: 0.7733
EVAL: Class 9: Recall: 0.4595, Precision: 0.0060, AP: 0.1386
EVAL: Recall: 0.8955, Precison: 0.0247, mAP: 0.7233
EVAL: loss: total: 3.56, xy: 0.37, wh: 0.38, conf: 2.10, class: 0.70

Thu, 01 Aug 2019 21:13:50 INFO Epoch: 67, global_step: 34100 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:14:07 INFO Epoch: 67, global_step: 34200 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:14:24 INFO Epoch: 67, global_step: 34300 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:14:40 INFO Epoch: 67, global_step: 34400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.044 | lr: 1e-05
Thu, 01 Aug 2019 21:14:57 INFO Epoch: 67, global_step: 34500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 21:15:14 INFO Epoch: 68, global_step: 34600 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:15:31 INFO Epoch: 68, global_step: 34700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:15:47 INFO Epoch: 68, global_step: 34800 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:16:04 INFO Epoch: 68, global_step: 34900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:16:21 INFO Epoch: 68, global_step: 35000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 1e-05
Thu, 01 Aug 2019 21:16:59 INFO ======> Epoch: 68, global_step: 35051.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0453, AP: 0.8537
EVAL: Class 1: Recall: 0.9074, Precision: 0.0173, AP: 0.8583
EVAL: Class 2: Recall: 0.9831, Precision: 0.0502, AP: 0.9763
EVAL: Class 3: Recall: 0.9459, Precision: 0.0076, AP: 0.8503
EVAL: Class 4: Recall: 0.9733, Precision: 0.0241, AP: 0.8867
EVAL: Class 5: Recall: 0.5714, Precision: 0.0047, AP: 0.4072
EVAL: Class 6: Recall: 0.9636, Precision: 0.0257, AP: 0.8776
EVAL: Class 7: Recall: 0.8254, Precision: 0.0303, AP: 0.6119
EVAL: Class 8: Recall: 0.8894, Precision: 0.0265, AP: 0.7632
EVAL: Class 9: Recall: 0.4730, Precision: 0.0060, AP: 0.1428
EVAL: Recall: 0.9003, Precison: 0.0248, mAP: 0.7228
EVAL: loss: total: 3.55, xy: 0.37, wh: 0.38, conf: 2.10, class: 0.70

Thu, 01 Aug 2019 21:17:07 INFO Epoch: 69, global_step: 35100 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.015 | lr: 1e-05
Thu, 01 Aug 2019 21:17:24 INFO Epoch: 69, global_step: 35200 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:17:41 INFO Epoch: 69, global_step: 35300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 21:17:57 INFO Epoch: 69, global_step: 35400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:18:14 INFO Epoch: 69, global_step: 35500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:18:31 INFO Epoch: 70, global_step: 35600 | loss: total: 0.37, xy: 0.05, wh: 0.03, conf: 0.04, class: 0.26 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:18:48 INFO Epoch: 70, global_step: 35700 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:19:04 INFO Epoch: 70, global_step: 35800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 1e-05
Thu, 01 Aug 2019 21:19:21 INFO Epoch: 70, global_step: 35900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:19:38 INFO Epoch: 70, global_step: 36000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 21:20:21 INFO ======> Epoch: 70, global_step: 36067.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0452, AP: 0.8540
EVAL: Class 1: Recall: 0.9074, Precision: 0.0177, AP: 0.8570
EVAL: Class 2: Recall: 0.9831, Precision: 0.0515, AP: 0.9760
EVAL: Class 3: Recall: 0.9459, Precision: 0.0075, AP: 0.9029
EVAL: Class 4: Recall: 0.9667, Precision: 0.0242, AP: 0.8871
EVAL: Class 5: Recall: 0.5714, Precision: 0.0047, AP: 0.4199
EVAL: Class 6: Recall: 0.9636, Precision: 0.0257, AP: 0.8796
EVAL: Class 7: Recall: 0.8254, Precision: 0.0311, AP: 0.6222
EVAL: Class 8: Recall: 0.8942, Precision: 0.0266, AP: 0.7694
EVAL: Class 9: Recall: 0.4595, Precision: 0.0060, AP: 0.1311
EVAL: Recall: 0.8989, Precison: 0.0251, mAP: 0.7299
EVAL: loss: total: 3.56, xy: 0.37, wh: 0.38, conf: 2.11, class: 0.70

Thu, 01 Aug 2019 21:20:27 INFO Epoch: 71, global_step: 36100 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 21:20:43 INFO Epoch: 71, global_step: 36200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:21:00 INFO Epoch: 71, global_step: 36300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.031 | lr: 1e-05
Thu, 01 Aug 2019 21:21:17 INFO Epoch: 71, global_step: 36400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:21:33 INFO Epoch: 71, global_step: 36500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:21:50 INFO Epoch: 72, global_step: 36600 | loss: total: 0.33, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:22:07 INFO Epoch: 72, global_step: 36700 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:22:24 INFO Epoch: 72, global_step: 36800 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 1e-05
Thu, 01 Aug 2019 21:22:40 INFO Epoch: 72, global_step: 36900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 21:22:57 INFO Epoch: 72, global_step: 37000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 21:23:41 INFO ======> Epoch: 72, global_step: 37083.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0459, AP: 0.8546
EVAL: Class 1: Recall: 0.9074, Precision: 0.0176, AP: 0.8570
EVAL: Class 2: Recall: 0.9831, Precision: 0.0515, AP: 0.9732
EVAL: Class 3: Recall: 0.9459, Precision: 0.0078, AP: 0.8969
EVAL: Class 4: Recall: 0.9667, Precision: 0.0244, AP: 0.8859
EVAL: Class 5: Recall: 0.5714, Precision: 0.0049, AP: 0.4202
EVAL: Class 6: Recall: 0.9636, Precision: 0.0258, AP: 0.8807
EVAL: Class 7: Recall: 0.8175, Precision: 0.0310, AP: 0.6197
EVAL: Class 8: Recall: 0.8798, Precision: 0.0264, AP: 0.7705
EVAL: Class 9: Recall: 0.4730, Precision: 0.0062, AP: 0.1417
EVAL: Recall: 0.8969, Precison: 0.0253, mAP: 0.7300
EVAL: loss: total: 3.57, xy: 0.37, wh: 0.38, conf: 2.12, class: 0.70

Thu, 01 Aug 2019 21:23:44 INFO Epoch: 73, global_step: 37100 | loss: total: 0.29, xy: 0.03, wh: 0.02, conf: 0.02, class: 0.22 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 21:24:01 INFO Epoch: 73, global_step: 37200 | loss: total: 0.31, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:24:17 INFO Epoch: 73, global_step: 37300 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:24:34 INFO Epoch: 73, global_step: 37400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 21:24:51 INFO Epoch: 73, global_step: 37500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:25:07 INFO Epoch: 74, global_step: 37600 | loss: total: 0.37, xy: 0.04, wh: 0.04, conf: 0.05, class: 0.25 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:25:24 INFO Epoch: 74, global_step: 37700 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:25:41 INFO Epoch: 74, global_step: 37800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.014 | lr: 1e-05
Thu, 01 Aug 2019 21:25:58 INFO Epoch: 74, global_step: 37900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:26:14 INFO Epoch: 74, global_step: 38000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.015 | lr: 1e-05
Thu, 01 Aug 2019 21:27:01 INFO ======> Epoch: 74, global_step: 38099.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9613, Precision: 0.0445, AP: 0.8471
EVAL: Class 1: Recall: 0.9074, Precision: 0.0181, AP: 0.8560
EVAL: Class 2: Recall: 0.9831, Precision: 0.0527, AP: 0.9760
EVAL: Class 3: Recall: 0.9459, Precision: 0.0076, AP: 0.8479
EVAL: Class 4: Recall: 0.9667, Precision: 0.0242, AP: 0.8832
EVAL: Class 5: Recall: 0.5714, Precision: 0.0050, AP: 0.4212
EVAL: Class 6: Recall: 0.9636, Precision: 0.0261, AP: 0.8829
EVAL: Class 7: Recall: 0.8214, Precision: 0.0316, AP: 0.6142
EVAL: Class 8: Recall: 0.8846, Precision: 0.0272, AP: 0.7664
EVAL: Class 9: Recall: 0.4595, Precision: 0.0061, AP: 0.1402
EVAL: Recall: 0.8948, Precison: 0.0254, mAP: 0.7235
EVAL: loss: total: 3.58, xy: 0.37, wh: 0.38, conf: 2.13, class: 0.70

Thu, 01 Aug 2019 21:27:01 INFO Epoch: 75, global_step: 38100 | loss: total: 0.36, xy: 0.06, wh: 0.04, conf: 0.01, class: 0.25 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:27:18 INFO Epoch: 75, global_step: 38200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:27:35 INFO Epoch: 75, global_step: 38300 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:27:51 INFO Epoch: 75, global_step: 38400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 21:28:08 INFO Epoch: 75, global_step: 38500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:28:25 INFO Epoch: 75, global_step: 38600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 1e-05
Thu, 01 Aug 2019 21:28:42 INFO Epoch: 76, global_step: 38700 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:28:58 INFO Epoch: 76, global_step: 38800 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:29:15 INFO Epoch: 76, global_step: 38900 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.038 | lr: 1e-05
Thu, 01 Aug 2019 21:29:32 INFO Epoch: 76, global_step: 39000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:29:48 INFO Epoch: 76, global_step: 39100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:30:21 INFO ======> Epoch: 76, global_step: 39115.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0474, AP: 0.8521
EVAL: Class 1: Recall: 0.9074, Precision: 0.0184, AP: 0.8563
EVAL: Class 2: Recall: 0.9831, Precision: 0.0535, AP: 0.9769
EVAL: Class 3: Recall: 0.9459, Precision: 0.0080, AP: 0.8464
EVAL: Class 4: Recall: 0.9733, Precision: 0.0255, AP: 0.8871
EVAL: Class 5: Recall: 0.5714, Precision: 0.0051, AP: 0.4176
EVAL: Class 6: Recall: 0.9636, Precision: 0.0270, AP: 0.8803
EVAL: Class 7: Recall: 0.8254, Precision: 0.0317, AP: 0.6208
EVAL: Class 8: Recall: 0.8894, Precision: 0.0277, AP: 0.7602
EVAL: Class 9: Recall: 0.4595, Precision: 0.0065, AP: 0.1339
EVAL: Recall: 0.8996, Precison: 0.0263, mAP: 0.7232
EVAL: loss: total: 3.59, xy: 0.37, wh: 0.38, conf: 2.14, class: 0.71

Thu, 01 Aug 2019 21:30:35 INFO Epoch: 77, global_step: 39200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:30:52 INFO Epoch: 77, global_step: 39300 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 21:31:08 INFO Epoch: 77, global_step: 39400 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:31:25 INFO Epoch: 77, global_step: 39500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.035 | lr: 1e-05
Thu, 01 Aug 2019 21:31:42 INFO Epoch: 77, global_step: 39600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:31:59 INFO Epoch: 78, global_step: 39700 | loss: total: 0.31, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.031 | lr: 1e-05
Thu, 01 Aug 2019 21:32:15 INFO Epoch: 78, global_step: 39800 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 21:32:32 INFO Epoch: 78, global_step: 39900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.046 | lr: 1e-05
Thu, 01 Aug 2019 21:32:49 INFO Epoch: 78, global_step: 40000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.064 | lr: 1e-05
Thu, 01 Aug 2019 21:33:05 INFO Epoch: 78, global_step: 40100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:33:41 INFO ======> Epoch: 78, global_step: 40131.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0480, AP: 0.8618
EVAL: Class 1: Recall: 0.9074, Precision: 0.0186, AP: 0.8562
EVAL: Class 2: Recall: 0.9831, Precision: 0.0526, AP: 0.9758
EVAL: Class 3: Recall: 0.9459, Precision: 0.0078, AP: 0.8476
EVAL: Class 4: Recall: 0.9667, Precision: 0.0253, AP: 0.8951
EVAL: Class 5: Recall: 0.5714, Precision: 0.0050, AP: 0.4211
EVAL: Class 6: Recall: 0.9545, Precision: 0.0268, AP: 0.8720
EVAL: Class 7: Recall: 0.8294, Precision: 0.0328, AP: 0.6215
EVAL: Class 8: Recall: 0.8894, Precision: 0.0282, AP: 0.7724
EVAL: Class 9: Recall: 0.4730, Precision: 0.0065, AP: 0.1342
EVAL: Recall: 0.8996, Precison: 0.0264, mAP: 0.7258
EVAL: loss: total: 3.59, xy: 0.37, wh: 0.38, conf: 2.13, class: 0.70

Thu, 01 Aug 2019 21:33:52 INFO Epoch: 79, global_step: 40200 | loss: total: 0.31, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:34:09 INFO Epoch: 79, global_step: 40300 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:34:26 INFO Epoch: 79, global_step: 40400 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:34:43 INFO Epoch: 79, global_step: 40500 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:34:59 INFO Epoch: 79, global_step: 40600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.040 | lr: 1e-05
Thu, 01 Aug 2019 21:35:16 INFO Epoch: 80, global_step: 40700 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:35:33 INFO Epoch: 80, global_step: 40800 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.018 | lr: 1e-05
Thu, 01 Aug 2019 21:35:50 INFO Epoch: 80, global_step: 40900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.036 | lr: 1e-05
Thu, 01 Aug 2019 21:36:06 INFO Epoch: 80, global_step: 41000 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:36:23 INFO Epoch: 80, global_step: 41100 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.047 | lr: 1e-05
Thu, 01 Aug 2019 21:37:03 INFO ======> Epoch: 80, global_step: 41147.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0474, AP: 0.8472
EVAL: Class 1: Recall: 0.9074, Precision: 0.0186, AP: 0.8568
EVAL: Class 2: Recall: 0.9831, Precision: 0.0526, AP: 0.9757
EVAL: Class 3: Recall: 0.9459, Precision: 0.0081, AP: 0.8476
EVAL: Class 4: Recall: 0.9600, Precision: 0.0246, AP: 0.8863
EVAL: Class 5: Recall: 0.5714, Precision: 0.0052, AP: 0.4214
EVAL: Class 6: Recall: 0.9545, Precision: 0.0269, AP: 0.8727
EVAL: Class 7: Recall: 0.8294, Precision: 0.0323, AP: 0.6229
EVAL: Class 8: Recall: 0.8990, Precision: 0.0287, AP: 0.7692
EVAL: Class 9: Recall: 0.4730, Precision: 0.0064, AP: 0.1443
EVAL: Recall: 0.8996, Precison: 0.0264, mAP: 0.7244
EVAL: loss: total: 3.58, xy: 0.37, wh: 0.38, conf: 2.13, class: 0.70

Thu, 01 Aug 2019 21:37:12 INFO Epoch: 81, global_step: 41200 | loss: total: 0.35, xy: 0.05, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 21:37:29 INFO Epoch: 81, global_step: 41300 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.028 | lr: 1e-05
Thu, 01 Aug 2019 21:37:45 INFO Epoch: 81, global_step: 41400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:38:02 INFO Epoch: 81, global_step: 41500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:38:19 INFO Epoch: 81, global_step: 41600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:38:35 INFO Epoch: 82, global_step: 41700 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.035 | lr: 1e-05
Thu, 01 Aug 2019 21:38:52 INFO Epoch: 82, global_step: 41800 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:39:09 INFO Epoch: 82, global_step: 41900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:39:26 INFO Epoch: 82, global_step: 42000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:39:42 INFO Epoch: 82, global_step: 42100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:40:23 INFO ======> Epoch: 82, global_step: 42163.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9673, Precision: 0.0466, AP: 0.8439
EVAL: Class 1: Recall: 0.9074, Precision: 0.0186, AP: 0.8564
EVAL: Class 2: Recall: 0.9831, Precision: 0.0537, AP: 0.9761
EVAL: Class 3: Recall: 0.9459, Precision: 0.0080, AP: 0.8486
EVAL: Class 4: Recall: 0.9667, Precision: 0.0249, AP: 0.8867
EVAL: Class 5: Recall: 0.5714, Precision: 0.0050, AP: 0.4128
EVAL: Class 6: Recall: 0.9545, Precision: 0.0266, AP: 0.8714
EVAL: Class 7: Recall: 0.8175, Precision: 0.0326, AP: 0.6136
EVAL: Class 8: Recall: 0.8894, Precision: 0.0281, AP: 0.7676
EVAL: Class 9: Recall: 0.4595, Precision: 0.0062, AP: 0.1355
EVAL: Recall: 0.8955, Precison: 0.0262, mAP: 0.7212
EVAL: loss: total: 3.59, xy: 0.37, wh: 0.38, conf: 2.14, class: 0.70

Thu, 01 Aug 2019 21:40:29 INFO Epoch: 83, global_step: 42200 | loss: total: 0.35, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:40:46 INFO Epoch: 83, global_step: 42300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:41:02 INFO Epoch: 83, global_step: 42400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:41:19 INFO Epoch: 83, global_step: 42500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:41:36 INFO Epoch: 83, global_step: 42600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:41:52 INFO Epoch: 84, global_step: 42700 | loss: total: 0.34, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.25 | Last batch: rec: 1.000, prec: 0.060 | lr: 1e-05
Thu, 01 Aug 2019 21:42:09 INFO Epoch: 84, global_step: 42800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:42:26 INFO Epoch: 84, global_step: 42900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 21:42:42 INFO Epoch: 84, global_step: 43000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:42:59 INFO Epoch: 84, global_step: 43100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:43:42 INFO ======> Epoch: 84, global_step: 43179.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0485, AP: 0.8537
EVAL: Class 1: Recall: 0.9074, Precision: 0.0196, AP: 0.8563
EVAL: Class 2: Recall: 0.9831, Precision: 0.0540, AP: 0.9758
EVAL: Class 3: Recall: 0.9459, Precision: 0.0081, AP: 0.8437
EVAL: Class 4: Recall: 0.9667, Precision: 0.0262, AP: 0.8861
EVAL: Class 5: Recall: 0.5714, Precision: 0.0053, AP: 0.4200
EVAL: Class 6: Recall: 0.9636, Precision: 0.0277, AP: 0.8765
EVAL: Class 7: Recall: 0.8254, Precision: 0.0337, AP: 0.6208
EVAL: Class 8: Recall: 0.8894, Precision: 0.0283, AP: 0.7681
EVAL: Class 9: Recall: 0.4865, Precision: 0.0069, AP: 0.1355
EVAL: Recall: 0.9003, Precison: 0.0271, mAP: 0.7237
EVAL: loss: total: 3.60, xy: 0.37, wh: 0.38, conf: 2.14, class: 0.70

Thu, 01 Aug 2019 21:43:46 INFO Epoch: 85, global_step: 43200 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:44:03 INFO Epoch: 85, global_step: 43300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:44:19 INFO Epoch: 85, global_step: 43400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:44:36 INFO Epoch: 85, global_step: 43500 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.028 | lr: 1e-05
Thu, 01 Aug 2019 21:44:53 INFO Epoch: 85, global_step: 43600 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:45:10 INFO Epoch: 86, global_step: 43700 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.25 | Last batch: rec: 1.000, prec: 0.035 | lr: 1e-05
Thu, 01 Aug 2019 21:45:26 INFO Epoch: 86, global_step: 43800 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.032 | lr: 1e-05
Thu, 01 Aug 2019 21:45:43 INFO Epoch: 86, global_step: 43900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:46:00 INFO Epoch: 86, global_step: 44000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:46:17 INFO Epoch: 86, global_step: 44100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:47:02 INFO ======> Epoch: 86, global_step: 44195.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9762, Precision: 0.0489, AP: 0.8624
EVAL: Class 1: Recall: 0.9074, Precision: 0.0198, AP: 0.8569
EVAL: Class 2: Recall: 0.9831, Precision: 0.0552, AP: 0.9762
EVAL: Class 3: Recall: 0.9459, Precision: 0.0082, AP: 0.8521
EVAL: Class 4: Recall: 0.9733, Precision: 0.0263, AP: 0.8862
EVAL: Class 5: Recall: 0.6667, Precision: 0.0061, AP: 0.4448
EVAL: Class 6: Recall: 0.9545, Precision: 0.0279, AP: 0.8746
EVAL: Class 7: Recall: 0.8333, Precision: 0.0345, AP: 0.6134
EVAL: Class 8: Recall: 0.8798, Precision: 0.0280, AP: 0.7654
EVAL: Class 9: Recall: 0.4595, Precision: 0.0063, AP: 0.1427
EVAL: Recall: 0.9009, Precison: 0.0272, mAP: 0.7275
EVAL: loss: total: 3.59, xy: 0.37, wh: 0.38, conf: 2.13, class: 0.70

Thu, 01 Aug 2019 21:47:03 INFO Epoch: 87, global_step: 44200 | loss: total: 0.26, xy: 0.03, wh: 0.02, conf: 0.02, class: 0.20 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:47:20 INFO Epoch: 87, global_step: 44300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.035 | lr: 1e-05
Thu, 01 Aug 2019 21:47:37 INFO Epoch: 87, global_step: 44400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.051 | lr: 1e-05
Thu, 01 Aug 2019 21:47:53 INFO Epoch: 87, global_step: 44500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:48:10 INFO Epoch: 87, global_step: 44600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:48:27 INFO Epoch: 87, global_step: 44700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:48:44 INFO Epoch: 88, global_step: 44800 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 21:49:00 INFO Epoch: 88, global_step: 44900 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:49:17 INFO Epoch: 88, global_step: 45000 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:49:34 INFO Epoch: 88, global_step: 45100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.020 | lr: 1e-05
Thu, 01 Aug 2019 21:49:50 INFO Epoch: 88, global_step: 45200 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.035 | lr: 1e-05
Thu, 01 Aug 2019 21:50:22 INFO ======> Epoch: 88, global_step: 45211.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9643, Precision: 0.0486, AP: 0.8507
EVAL: Class 1: Recall: 0.9074, Precision: 0.0195, AP: 0.8579
EVAL: Class 2: Recall: 0.9831, Precision: 0.0540, AP: 0.9761
EVAL: Class 3: Recall: 0.9459, Precision: 0.0083, AP: 0.8459
EVAL: Class 4: Recall: 0.9667, Precision: 0.0266, AP: 0.8842
EVAL: Class 5: Recall: 0.6190, Precision: 0.0058, AP: 0.4229
EVAL: Class 6: Recall: 0.9636, Precision: 0.0289, AP: 0.8773
EVAL: Class 7: Recall: 0.8175, Precision: 0.0343, AP: 0.6158
EVAL: Class 8: Recall: 0.8990, Precision: 0.0291, AP: 0.7732
EVAL: Class 9: Recall: 0.4865, Precision: 0.0068, AP: 0.1400
EVAL: Recall: 0.8989, Precison: 0.0275, mAP: 0.7244
EVAL: loss: total: 3.61, xy: 0.37, wh: 0.38, conf: 2.15, class: 0.70

Thu, 01 Aug 2019 21:50:37 INFO Epoch: 89, global_step: 45300 | loss: total: 0.31, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:50:54 INFO Epoch: 89, global_step: 45400 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.016 | lr: 1e-05
Thu, 01 Aug 2019 21:51:10 INFO Epoch: 89, global_step: 45500 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.042 | lr: 1e-05
Thu, 01 Aug 2019 21:51:27 INFO Epoch: 89, global_step: 45600 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.037 | lr: 1e-05
Thu, 01 Aug 2019 21:51:44 INFO Epoch: 89, global_step: 45700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 21:52:01 INFO Epoch: 90, global_step: 45800 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:52:17 INFO Epoch: 90, global_step: 45900 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:52:34 INFO Epoch: 90, global_step: 46000 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:52:51 INFO Epoch: 90, global_step: 46100 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:53:07 INFO Epoch: 90, global_step: 46200 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.038 | lr: 1e-05
Thu, 01 Aug 2019 21:53:43 INFO ======> Epoch: 90, global_step: 46227.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0505, AP: 0.8603
EVAL: Class 1: Recall: 0.9167, Precision: 0.0204, AP: 0.8642
EVAL: Class 2: Recall: 0.9831, Precision: 0.0547, AP: 0.9762
EVAL: Class 3: Recall: 0.9459, Precision: 0.0085, AP: 0.8503
EVAL: Class 4: Recall: 0.9667, Precision: 0.0267, AP: 0.8847
EVAL: Class 5: Recall: 0.5714, Precision: 0.0055, AP: 0.4178
EVAL: Class 6: Recall: 0.9636, Precision: 0.0292, AP: 0.8785
EVAL: Class 7: Recall: 0.8175, Precision: 0.0338, AP: 0.6172
EVAL: Class 8: Recall: 0.8846, Precision: 0.0291, AP: 0.7577
EVAL: Class 9: Recall: 0.4730, Precision: 0.0067, AP: 0.1388
EVAL: Recall: 0.8982, Precison: 0.0278, mAP: 0.7246
EVAL: loss: total: 3.59, xy: 0.37, wh: 0.38, conf: 2.14, class: 0.70

Thu, 01 Aug 2019 21:53:56 INFO Epoch: 91, global_step: 46300 | loss: total: 0.31, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.22 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:54:12 INFO Epoch: 91, global_step: 46400 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:54:29 INFO Epoch: 91, global_step: 46500 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:54:46 INFO Epoch: 91, global_step: 46600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.029 | lr: 1e-05
Thu, 01 Aug 2019 21:55:02 INFO Epoch: 91, global_step: 46700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 21:55:19 INFO Epoch: 92, global_step: 46800 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 21:55:36 INFO Epoch: 92, global_step: 46900 | loss: total: 0.31, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 21:55:53 INFO Epoch: 92, global_step: 47000 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.038 | lr: 1e-05
Thu, 01 Aug 2019 21:56:09 INFO Epoch: 92, global_step: 47100 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.039 | lr: 1e-05
Thu, 01 Aug 2019 21:56:26 INFO Epoch: 92, global_step: 47200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 21:57:03 INFO ======> Epoch: 92, global_step: 47243.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0496, AP: 0.8502
EVAL: Class 1: Recall: 0.9074, Precision: 0.0197, AP: 0.8562
EVAL: Class 2: Recall: 0.9831, Precision: 0.0549, AP: 0.9758
EVAL: Class 3: Recall: 0.9459, Precision: 0.0084, AP: 0.8400
EVAL: Class 4: Recall: 0.9667, Precision: 0.0264, AP: 0.8849
EVAL: Class 5: Recall: 0.5714, Precision: 0.0053, AP: 0.4194
EVAL: Class 6: Recall: 0.9636, Precision: 0.0284, AP: 0.8749
EVAL: Class 7: Recall: 0.8175, Precision: 0.0338, AP: 0.6208
EVAL: Class 8: Recall: 0.8846, Precision: 0.0289, AP: 0.7776
EVAL: Class 9: Recall: 0.4730, Precision: 0.0065, AP: 0.1557
EVAL: Recall: 0.8976, Precison: 0.0274, mAP: 0.7256
EVAL: loss: total: 3.60, xy: 0.37, wh: 0.38, conf: 2.15, class: 0.70

Thu, 01 Aug 2019 21:57:13 INFO Epoch: 93, global_step: 47300 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:57:29 INFO Epoch: 93, global_step: 47400 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 21:57:46 INFO Epoch: 93, global_step: 47500 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.034 | lr: 1e-05
Thu, 01 Aug 2019 21:58:03 INFO Epoch: 93, global_step: 47600 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 21:58:19 INFO Epoch: 93, global_step: 47700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.031 | lr: 1e-05
Thu, 01 Aug 2019 21:58:36 INFO Epoch: 94, global_step: 47800 | loss: total: 0.33, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.022 | lr: 1e-05
Thu, 01 Aug 2019 21:58:53 INFO Epoch: 94, global_step: 47900 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.031 | lr: 1e-05
Thu, 01 Aug 2019 21:59:10 INFO Epoch: 94, global_step: 48000 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 21:59:26 INFO Epoch: 94, global_step: 48100 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.043 | lr: 1e-05
Thu, 01 Aug 2019 21:59:43 INFO Epoch: 94, global_step: 48200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.017 | lr: 1e-05
Thu, 01 Aug 2019 22:00:23 INFO ======> Epoch: 94, global_step: 48259.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9732, Precision: 0.0488, AP: 0.8564
EVAL: Class 1: Recall: 0.9074, Precision: 0.0195, AP: 0.8574
EVAL: Class 2: Recall: 0.9831, Precision: 0.0540, AP: 0.9770
EVAL: Class 3: Recall: 0.9459, Precision: 0.0083, AP: 0.9025
EVAL: Class 4: Recall: 0.9667, Precision: 0.0265, AP: 0.8940
EVAL: Class 5: Recall: 0.6190, Precision: 0.0058, AP: 0.4224
EVAL: Class 6: Recall: 0.9636, Precision: 0.0282, AP: 0.8817
EVAL: Class 7: Recall: 0.8214, Precision: 0.0342, AP: 0.6175
EVAL: Class 8: Recall: 0.8894, Precision: 0.0293, AP: 0.7812
EVAL: Class 9: Recall: 0.4595, Precision: 0.0064, AP: 0.1383
EVAL: Recall: 0.8989, Precison: 0.0274, mAP: 0.7328
EVAL: loss: total: 3.59, xy: 0.37, wh: 0.38, conf: 2.14, class: 0.70

Thu, 01 Aug 2019 22:00:31 INFO Epoch: 95, global_step: 48300 | loss: total: 0.31, xy: 0.03, wh: 0.02, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 22:00:48 INFO Epoch: 95, global_step: 48400 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 22:01:05 INFO Epoch: 95, global_step: 48500 | loss: total: 0.31, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 22:01:21 INFO Epoch: 95, global_step: 48600 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.042 | lr: 1e-05
Thu, 01 Aug 2019 22:01:38 INFO Epoch: 95, global_step: 48700 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 22:01:55 INFO Epoch: 96, global_step: 48800 | loss: total: 0.32, xy: 0.03, wh: 0.02, conf: 0.03, class: 0.23 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 22:02:12 INFO Epoch: 96, global_step: 48900 | loss: total: 0.33, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 22:02:28 INFO Epoch: 96, global_step: 49000 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.031 | lr: 1e-05
Thu, 01 Aug 2019 22:02:45 INFO Epoch: 96, global_step: 49100 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.028 | lr: 1e-05
Thu, 01 Aug 2019 22:03:02 INFO Epoch: 96, global_step: 49200 | loss: total: 0.32, xy: 0.04, wh: 0.02, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.030 | lr: 1e-05
Thu, 01 Aug 2019 22:03:44 INFO ======> Epoch: 96, global_step: 49275.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0494, AP: 0.8545
EVAL: Class 1: Recall: 0.9167, Precision: 0.0200, AP: 0.8639
EVAL: Class 2: Recall: 0.9831, Precision: 0.0547, AP: 0.9763
EVAL: Class 3: Recall: 0.9459, Precision: 0.0083, AP: 0.8425
EVAL: Class 4: Recall: 0.9733, Precision: 0.0267, AP: 0.8876
EVAL: Class 5: Recall: 0.5714, Precision: 0.0054, AP: 0.4198
EVAL: Class 6: Recall: 0.9636, Precision: 0.0286, AP: 0.8833
EVAL: Class 7: Recall: 0.8254, Precision: 0.0350, AP: 0.6200
EVAL: Class 8: Recall: 0.8942, Precision: 0.0297, AP: 0.7798
EVAL: Class 9: Recall: 0.4730, Precision: 0.0067, AP: 0.1511
EVAL: Recall: 0.9009, Precison: 0.0278, mAP: 0.7279
EVAL: loss: total: 3.62, xy: 0.37, wh: 0.38, conf: 2.17, class: 0.70

Thu, 01 Aug 2019 22:03:48 INFO Epoch: 97, global_step: 49300 | loss: total: 0.34, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.033 | lr: 1e-05
Thu, 01 Aug 2019 22:04:05 INFO Epoch: 97, global_step: 49400 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 22:04:22 INFO Epoch: 97, global_step: 49500 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.24 | Last batch: rec: 1.000, prec: 0.021 | lr: 1e-05
Thu, 01 Aug 2019 22:04:39 INFO Epoch: 97, global_step: 49600 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.042 | lr: 1e-05
Thu, 01 Aug 2019 22:04:55 INFO Epoch: 97, global_step: 49700 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.042 | lr: 1e-05
Thu, 01 Aug 2019 22:05:12 INFO Epoch: 98, global_step: 49800 | loss: total: 0.31, xy: 0.04, wh: 0.02, conf: 0.03, class: 0.22 | Last batch: rec: 1.000, prec: 0.025 | lr: 1e-05
Thu, 01 Aug 2019 22:05:29 INFO Epoch: 98, global_step: 49900 | loss: total: 0.33, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.035 | lr: 1e-05
Thu, 01 Aug 2019 22:05:45 INFO Epoch: 98, global_step: 50000 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.023 | lr: 1e-05
Thu, 01 Aug 2019 22:06:02 INFO Epoch: 98, global_step: 50100 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.027 | lr: 1e-05
Thu, 01 Aug 2019 22:06:19 INFO Epoch: 98, global_step: 50200 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.038 | lr: 1e-05
Thu, 01 Aug 2019 22:07:04 INFO ======> Epoch: 98, global_step: 50291.0, lr: 1e-05 <======
EVAL: Class 0: Recall: 0.9702, Precision: 0.0519, AP: 0.8577
EVAL: Class 1: Recall: 0.9074, Precision: 0.0208, AP: 0.8588
EVAL: Class 2: Recall: 0.9831, Precision: 0.0568, AP: 0.9762
EVAL: Class 3: Recall: 0.9459, Precision: 0.0088, AP: 0.9019
EVAL: Class 4: Recall: 0.9733, Precision: 0.0286, AP: 0.8941
EVAL: Class 5: Recall: 0.6667, Precision: 0.0066, AP: 0.4576
EVAL: Class 6: Recall: 0.9636, Precision: 0.0303, AP: 0.8820
EVAL: Class 7: Recall: 0.8175, Precision: 0.0354, AP: 0.6189
EVAL: Class 8: Recall: 0.8798, Precision: 0.0297, AP: 0.7702
EVAL: Class 9: Recall: 0.4730, Precision: 0.0072, AP: 0.1400
EVAL: Recall: 0.8982, Precison: 0.0290, mAP: 0.7358
EVAL: loss: total: 3.61, xy: 0.37, wh: 0.38, conf: 2.15, class: 0.70

Thu, 01 Aug 2019 22:07:07 INFO Epoch: 99, global_step: 50300 | loss: total: 0.33, xy: 0.03, wh: 0.03, conf: 0.03, class: 0.24 | Last batch: rec: 1.000, prec: 0.019 | lr: 1e-05
Thu, 01 Aug 2019 22:07:24 INFO Epoch: 99, global_step: 50400 | loss: total: 0.31, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.046 | lr: 1e-05
Thu, 01 Aug 2019 22:07:41 INFO Epoch: 99, global_step: 50500 | loss: total: 0.31, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.026 | lr: 1e-05
Thu, 01 Aug 2019 22:07:57 INFO Epoch: 99, global_step: 50600 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.024 | lr: 1e-05
Thu, 01 Aug 2019 22:08:14 INFO Epoch: 99, global_step: 50700 | loss: total: 0.32, xy: 0.04, wh: 0.03, conf: 0.02, class: 0.23 | Last batch: rec: 1.000, prec: 0.053 | lr: 1e-05