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taehoonlee / tensornets

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Notes for different padding behaviors when `stride=2, padding='SAME'`

taehoonlee
taehoonlee commented Aug 31, 2018

The 2x down-sampling is one of the important operations in reference models. But, a convolution or a pooling with stride=2, padding='SAME' may result in different outputs over different deep learning libraries (e.g., TensorFlow, CNTK, Theano, Caffe, Torch, ...) due to their different padding behaviors.

For example (TensorNets syntax; but can be regarded as pseudo codes for other libraries),

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