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A technical report on convolution arithmetic in the context of deep learning.
Convolution animations
No padding, no strides
Arbitrary padding, no strides
Half padding, no strides
Full padding, no strides
No padding, no strides, transposed
Arbitrary padding, no strides, transposed
Half padding, no strides, transposed
Full padding, no strides, transposed
No padding, strides
Padding, strides
Padding, strides (odd)
No padding, strides, transposed
Padding, strides, transposed
Padding, strides, transposed (odd)
No padding, no stride, dilation
Generating the Makefile
From the repository's root directory:
$ ./bin/generate_makefile
Generating the animations
From the repository's root directory:
$ make all_animations
The animations will be output to the gif directory. Individual animation steps
will be output in PDF format to the pdf directory and in PNG format to the
png directory.