Tensorflow strides

strides determines how much the window shifts by in each of the dimensions. The first (shift in the batch) and last (shift in the depth) stride needs to be 1

input size [batch, in_height, in_width, in_channels]
filter size [filter_height, filter_width, in_channels, out_channels]
stride size [batch_shift, width_shift, height_shift, color_shift]

https://www.tensorflow.org/api_docs/python/tf/nn/conv2d

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