Convolution Image Size, Filter Size, Padding and Stride

A convolutional neural network (CNN) applies a filter to an image in a very tricky way. When you use a CNN you have to be aware of the relationship between the image size, the filter size, the size of the padding around the image, and the distance the filter moves (the stride) during convolution. Without…

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The comparison diagram of different transposed convolution kernels for

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Figure B.2: A convolutional filter with padding, stride one and filter

Example of padding operation where the image is extended to have the

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