Learning Deconvolution Network for Semantic Segmentation

原創 hello-elena 2018-09-05 04:10

原文題目：Learning Deconvolution Network for Semantic Segmentation（ ICCV, 2015）

開源地址：http://cvlab.postech.ac.kr/research/deconvnet/

本篇文章主要是做圖像分割，和Fully Convolutional Networks for Semantic Segmentation有些類似。

不同之點在於，本文構造了一個Convolution-deconvolution網絡，convolution層主要用於特徵提取和泛化，而deconvolution層，添加了特殊的unpooling層，相當於pooling的逆操作，還原圖像大小。

整體網絡結構如下:


結果如下

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