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YimianDai/Dilated-Convolution.md

Created July 30, 2019 17:46
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Dilated Convolution
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Dilated-Convolution.md

Notes on Dilated Convolution

小物体信息无法重建 (假设有四个 pooling layer 则 任何小于 2^4 = 16 pixel 的物体信息将理论上无法重建。)

相比原来的正常 convolution，dilated convolution 多了一个 hyper-parameter 称之为 dilation rate 指的是 kernel 的间隔数量 (e.g. 正常的 convolution 是 dilatation rate 1)。

正常的是 dilation=(1, 1) kernel 的间隔数量，我觉得应该下 多少个 是另外一个 kernel 的点，正常的就是 下 1 个，当我

Reference

如何理解空洞卷积（dilated convolution）？

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