Inception V3 卷積層特徵圖

input_1 (299, 299, 3) -> Skipped. First dimension is not 1.
conv2d_1 (1, 149, 149, 32) 
batch_normalization_1 (1, 149, 149, 32) 
activation_1 (1, 149, 149, 32) 
conv2d_2 (1, 147, 147, 32) 
batch_normalization_2 (1, 147, 147, 32) 
activation_2 (1, 147, 147, 32) 
conv2d_3 (1, 147, 147, 64) 
batch_normalization_3 (1, 147, 147, 64) 
activation_3 (1, 147, 147, 64) 
max_pooling2d_1 (1, 73, 73, 64) 
conv2d_4 (1, 73, 73, 80) 
batch_normalization_4 (1, 73, 73, 80) 
activation_4 (1, 73, 73, 80) 
conv2d_5 (1, 71, 71, 192) 
batch_normalization_5 (1, 71, 71, 192) 
activation_5 (1, 71, 71, 192) 
max_pooling2d_2 (1, 35, 35, 192) 
conv2d_9 (1, 35, 35, 64) 
batch_normalization_9 (1, 35, 35, 64) 
activation_9 (1, 35, 35, 64) 
conv2d_7 (1, 35, 35, 48) 
conv2d_10 (1, 35, 35, 96) 
batch_normalization_7 (1, 35, 35, 48) 
batch_normalization_10 (1, 35, 35, 96) 
activation_7 (1, 35, 35, 48) 
activation_10 (1, 35, 35, 96) 
average_pooling2d_1 (1, 35, 35, 192) 
conv2d_6 (1, 35, 35, 64) 
conv2d_8 (1, 35, 35, 64) 
conv2d_11 (1, 35, 35, 96) 
conv2d_12 (1, 35, 35, 32) 
batch_normalization_6 (1, 35, 35, 64) 
batch_normalization_8 (1, 35, 35, 64) 
batch_normalization_11 (1, 35, 35, 96) 
batch_normalization_12 (1, 35, 35, 32) 
activation_6 (1, 35, 35, 64) 
activation_8 (1, 35, 35, 64) 
activation_11 (1, 35, 35, 96) 
activation_12 (1, 35, 35, 32) 
mixed0 (1, 35, 35, 256) 
conv2d_16 (1, 35, 35, 64) 
batch_normalization_16 (1, 35, 35, 64) 
activation_16 (1, 35, 35, 64) 
conv2d_14 (1, 35, 35, 48) 
conv2d_17 (1, 35, 35, 96) 
batch_normalization_14 (1, 35, 35, 48) 
batch_normalization_17 (1, 35, 35, 96) 
activation_14 (1, 35, 35, 48) 
activation_17 (1, 35, 35, 96) 
average_pooling2d_2 (1, 35, 35, 256) 
conv2d_13 (1, 35, 35, 64) 
conv2d_15 (1, 35, 35, 64) 
conv2d_18 (1, 35, 35, 96) 
conv2d_19 (1, 35, 35, 64) 
batch_normalization_13 (1, 35, 35, 64) 
batch_normalization_15 (1, 35, 35, 64) 
batch_normalization_18 (1, 35, 35, 96) 
batch_normalization_19 (1, 35, 35, 64) 
activation_13 (1, 35, 35, 64) 
activation_15 (1, 35, 35, 64) 
activation_18 (1, 35, 35, 96) 
activation_19 (1, 35, 35, 64) 
mixed1 (1, 35, 35, 288) 
conv2d_23 (1, 35, 35, 64) 
batch_normalization_23 (1, 35, 35, 64) 
activation_23 (1, 35, 35, 64) 
conv2d_21 (1, 35, 35, 48) 
conv2d_24 (1, 35, 35, 96) 
batch_normalization_21 (1, 35, 35, 48) 
batch_normalization_24 (1, 35, 35, 96) 
activation_21 (1, 35, 35, 48) 
activation_24 (1, 35, 35, 96) 
average_pooling2d_3 (1, 35, 35, 288) 
conv2d_20 (1, 35, 35, 64) 
conv2d_22 (1, 35, 35, 64) 
conv2d_25 (1, 35, 35, 96) 
conv2d_26 (1, 35, 35, 64) 
batch_normalization_20 (1, 35, 35, 64) 
batch_normalization_22 (1, 35, 35, 64) 
batch_normalization_25 (1, 35, 35, 96) 
batch_normalization_26 (1, 35, 35, 64) 
activation_20 (1, 35, 35, 64) 
activation_22 (1, 35, 35, 64) 
activation_25 (1, 35, 35, 96) 
activation_26 (1, 35, 35, 64) 
mixed2 (1, 35, 35, 288) 
conv2d_28 (1, 35, 35, 64) 
batch_normalization_28 (1, 35, 35, 64) 
activation_28 (1, 35, 35, 64) 
conv2d_29 (1, 35, 35, 96) 
batch_normalization_29 (1, 35, 35, 96) 
activation_29 (1, 35, 35, 96) 
conv2d_27 (1, 17, 17, 384) 
conv2d_30 (1, 17, 17, 96) 
batch_normalization_27 (1, 17, 17, 384) 
batch_normalization_30 (1, 17, 17, 96) 
activation_27 (1, 17, 17, 384) 
activation_30 (1, 17, 17, 96) 
max_pooling2d_3 (1, 17, 17, 288) 
mixed3 (1, 17, 17, 768) 
conv2d_35 (1, 17, 17, 128) 
batch_normalization_35 (1, 17, 17, 128) 
activation_35 (1, 17, 17, 128) 
conv2d_36 (1, 17, 17, 128) 
batch_normalization_36 (1, 17, 17, 128) 
activation_36 (1, 17, 17, 128) 
conv2d_32 (1, 17, 17, 128) 
conv2d_37 (1, 17, 17, 128) 
batch_normalization_32 (1, 17, 17, 128) 
batch_normalization_37 (1, 17, 17, 128) 
activation_32 (1, 17, 17, 128) 
activation_37 (1, 17, 17, 128) 
conv2d_33 (1, 17, 17, 128) 
conv2d_38 (1, 17, 17, 128) 
batch_normalization_33 (1, 17, 17, 128) 
batch_normalization_38 (1, 17, 17, 128) 
activation_33 (1, 17, 17, 128) 
activation_38 (1, 17, 17, 128) 
average_pooling2d_4 (1, 17, 17, 768) 
conv2d_31 (1, 17, 17, 192) 
conv2d_34 (1, 17, 17, 192) 
conv2d_39 (1, 17, 17, 192) 
conv2d_40 (1, 17, 17, 192) 
batch_normalization_31 (1, 17, 17, 192) 
batch_normalization_34 (1, 17, 17, 192) 
batch_normalization_39 (1, 17, 17, 192) 
batch_normalization_40 (1, 17, 17, 192) 
activation_31 (1, 17, 17, 192) 
activation_34 (1, 17, 17, 192) 
activation_39 (1, 17, 17, 192) 
activation_40 (1, 17, 17, 192) 
mixed4 (1, 17, 17, 768) 
conv2d_45 (1, 17, 17, 160) 
batch_normalization_45 (1, 17, 17, 160) 
activation_45 (1, 17, 17, 160) 
conv2d_46 (1, 17, 17, 160) 
batch_normalization_46 (1, 17, 17, 160) 
activation_46 (1, 17, 17, 160) 
conv2d_42 (1, 17, 17, 160) 
conv2d_47 (1, 17, 17, 160) 
batch_normalization_42 (1, 17, 17, 160) 
batch_normalization_47 (1, 17, 17, 160) 
activation_42 (1, 17, 17, 160) 
activation_47 (1, 17, 17, 160) 
conv2d_43 (1, 17, 17, 160) 
conv2d_48 (1, 17, 17, 160) 
batch_normalization_43 (1, 17, 17, 160) 
batch_normalization_48 (1, 17, 17, 160) 
activation_43 (1, 17, 17, 160) 
activation_48 (1, 17, 17, 160) 
average_pooling2d_5 (1, 17, 17, 768) 
conv2d_41 (1, 17, 17, 192) 
conv2d_44 (1, 17, 17, 192) 
conv2d_49 (1, 17, 17, 192) 
conv2d_50 (1, 17, 17, 192) 
batch_normalization_41 (1, 17, 17, 192) 
batch_normalization_44 (1, 17, 17, 192) 
batch_normalization_49 (1, 17, 17, 192) 
batch_normalization_50 (1, 17, 17, 192) 
activation_41 (1, 17, 17, 192) 
activation_44 (1, 17, 17, 192) 
activation_49 (1, 17, 17, 192) 
activation_50 (1, 17, 17, 192) 
mixed5 (1, 17, 17, 768) 
conv2d_55 (1, 17, 17, 160) 
batch_normalization_55 (1, 17, 17, 160) 
activation_55 (1, 17, 17, 160) 
conv2d_56 (1, 17, 17, 160) 
batch_normalization_56 (1, 17, 17, 160) 
activation_56 (1, 17, 17, 160) 
conv2d_52 (1, 17, 17, 160) 
conv2d_57 (1, 17, 17, 160) 
batch_normalization_52 (1, 17, 17, 160) 
batch_normalization_57 (1, 17, 17, 160) 
activation_52 (1, 17, 17, 160) 
activation_57 (1, 17, 17, 160) 
conv2d_53 (1, 17, 17, 160) 
conv2d_58 (1, 17, 17, 160) 
batch_normalization_53 (1, 17, 17, 160) 
batch_normalization_58 (1, 17, 17, 160) 
activation_53 (1, 17, 17, 160) 
activation_58 (1, 17, 17, 160) 
average_pooling2d_6 (1, 17, 17, 768) 
conv2d_51 (1, 17, 17, 192) 
conv2d_54 (1, 17, 17, 192) 
conv2d_59 (1, 17, 17, 192) 
conv2d_60 (1, 17, 17, 192) 
batch_normalization_51 (1, 17, 17, 192) 
batch_normalization_54 (1, 17, 17, 192) 
batch_normalization_59 (1, 17, 17, 192) 
batch_normalization_60 (1, 17, 17, 192) 
activation_51 (1, 17, 17, 192) 
activation_54 (1, 17, 17, 192) 
activation_59 (1, 17, 17, 192) 
activation_60 (1, 17, 17, 192) 
mixed6 (1, 17, 17, 768) 
conv2d_65 (1, 17, 17, 192) 
batch_normalization_65 (1, 17, 17, 192) 
activation_65 (1, 17, 17, 192) 
conv2d_66 (1, 17, 17, 192) 
batch_normalization_66 (1, 17, 17, 192) 
activation_66 (1, 17, 17, 192) 
conv2d_62 (1, 17, 17, 192) 
conv2d_67 (1, 17, 17, 192) 
batch_normalization_62 (1, 17, 17, 192) 
batch_normalization_67 (1, 17, 17, 192) 
activation_62 (1, 17, 17, 192) 
activation_67 (1, 17, 17, 192) 
conv2d_63 (1, 17, 17, 192) 
conv2d_68 (1, 17, 17, 192) 
batch_normalization_63 (1, 17, 17, 192) 
batch_normalization_68 (1, 17, 17, 192) 
activation_63 (1, 17, 17, 192) 
activation_68 (1, 17, 17, 192) 
average_pooling2d_7 (1, 17, 17, 768) 
conv2d_61 (1, 17, 17, 192) 
conv2d_64 (1, 17, 17, 192) 
conv2d_69 (1, 17, 17, 192) 
conv2d_70 (1, 17, 17, 192) 
batch_normalization_61 (1, 17, 17, 192) 
batch_normalization_64 (1, 17, 17, 192) 
batch_normalization_69 (1, 17, 17, 192) 
batch_normalization_70 (1, 17, 17, 192) 
activation_61 (1, 17, 17, 192) 
activation_64 (1, 17, 17, 192) 
activation_69 (1, 17, 17, 192) 
activation_70 (1, 17, 17, 192) 
mixed7 (1, 17, 17, 768) 
conv2d_73 (1, 17, 17, 192) 
batch_normalization_73 (1, 17, 17, 192) 
activation_73 (1, 17, 17, 192) 
conv2d_74 (1, 17, 17, 192) 
batch_normalization_74 (1, 17, 17, 192) 
activation_74 (1, 17, 17, 192) 
conv2d_71 (1, 17, 17, 192) 
conv2d_75 (1, 17, 17, 192) 
batch_normalization_71 (1, 17, 17, 192) 
batch_normalization_75 (1, 17, 17, 192) 
activation_71 (1, 17, 17, 192) 
activation_75 (1, 17, 17, 192) 
conv2d_72 (1, 8, 8, 320) 
conv2d_76 (1, 8, 8, 192) 
batch_normalization_72 (1, 8, 8, 320) 
batch_normalization_76 (1, 8, 8, 192) 
activation_72 (1, 8, 8, 320) 
activation_76 (1, 8, 8, 192) 
max_pooling2d_4 (1, 8, 8, 768) 
mixed8 (1, 8, 8, 1280) 
conv2d_81 (1, 8, 8, 448) 
batch_normalization_81 (1, 8, 8, 448) 
activation_81 (1, 8, 8, 448) 
conv2d_78 (1, 8, 8, 384) 
conv2d_82 (1, 8, 8, 384) 
batch_normalization_78 (1, 8, 8, 384) 
batch_normalization_82 (1, 8, 8, 384) 
activation_78 (1, 8, 8, 384) 
activation_82 (1, 8, 8, 384) 
conv2d_79 (1, 8, 8, 384) 
conv2d_80 (1, 8, 8, 384) 
conv2d_83 (1, 8, 8, 384) 
conv2d_84 (1, 8, 8, 384) 
average_pooling2d_8 (1, 8, 8, 1280) 
conv2d_77 (1, 8, 8, 320) 
batch_normalization_79 (1, 8, 8, 384) 
batch_normalization_80 (1, 8, 8, 384) 
batch_normalization_83 (1, 8, 8, 384) 
batch_normalization_84 (1, 8, 8, 384) 
conv2d_85 (1, 8, 8, 192) 
batch_normalization_77 (1, 8, 8, 320) 
activation_79 (1, 8, 8, 384) 
activation_80 (1, 8, 8, 384) 
activation_83 (1, 8, 8, 384) 
activation_84 (1, 8, 8, 384) 
batch_normalization_85 (1, 8, 8, 192) 
activation_77 (1, 8, 8, 320) 
mixed9_0 (1, 8, 8, 768) 
concatenate_1 (1, 8, 8, 768) 
activation_85 (1, 8, 8, 192) 
mixed9 (1, 8, 8, 2048) 
conv2d_90 (1, 8, 8, 448) 
batch_normalization_90 (1, 8, 8, 448) 
activation_90 (1, 8, 8, 448) 
conv2d_87 (1, 8, 8, 384) 
conv2d_91 (1, 8, 8, 384) 
batch_normalization_87 (1, 8, 8, 384) 
batch_normalization_91 (1, 8, 8, 384) 
activation_87 (1, 8, 8, 384) 
activation_91 (1, 8, 8, 384) 
conv2d_88 (1, 8, 8, 384) 
conv2d_89 (1, 8, 8, 384) 
conv2d_92 (1, 8, 8, 384) 
conv2d_93 (1, 8, 8, 384) 
average_pooling2d_9 (1, 8, 8, 2048) 
conv2d_86 (1, 8, 8, 320) 
batch_normalization_88 (1, 8, 8, 384) 
batch_normalization_89 (1, 8, 8, 384) 
batch_normalization_92 (1, 8, 8, 384) 
batch_normalization_93 (1, 8, 8, 384) 
conv2d_94 (1, 8, 8, 192) 
batch_normalization_86 (1, 8, 8, 320) 
activation_88 (1, 8, 8, 384) 
activation_89 (1, 8, 8, 384) 
activation_92 (1, 8, 8, 384) 
activation_93 (1, 8, 8, 384) 
batch_normalization_94 (1, 8, 8, 192) 
activation_86 (1, 8, 8, 320) 
mixed9_1 (1, 8, 8, 768) 
concatenate_2 (1, 8, 8, 768) 
activation_94 (1, 8, 8, 192) 
mixed10 (1, 8, 8, 2048) 
avg_pool (1, 2048) 
predictions (1, 1000)