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https://github.com/vdumoulin/conv_arithmetic
A technical report on convolution arithmetic in the context of deep learning
https://github.com/vdumoulin/conv_arithmetic
Last synced: 3 months ago
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A technical report on convolution arithmetic in the context of deep learning
- Host: GitHub
- URL: https://github.com/vdumoulin/conv_arithmetic
- Owner: vdumoulin
- License: mit
- Archived: true
- Created: 2016-02-24T15:18:33.000Z (almost 9 years ago)
- Default Branch: master
- Last Pushed: 2023-06-08T21:06:47.000Z (over 1 year ago)
- Last Synced: 2024-09-22T06:32:22.233Z (3 months ago)
- Language: TeX
- Size: 5.38 MB
- Stars: 13,969
- Watchers: 343
- Forks: 2,281
- Open Issues: 8
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Convolution arithmetic
A technical report on convolution arithmetic in the context of deep learning.
The code and the images of this tutorial are free to use as regulated by the
licence and subject to proper attribution:
* \[1\] Vincent Dumoulin, Francesco Visin - [A guide to convolution arithmetic
for deep learning](https://arxiv.org/abs/1603.07285)
([BibTeX](https://gist.github.com/fvisin/165ca9935392fa9600a6c94664a01214))
## Convolution animations
_N.B.: Blue maps are inputs, and cyan maps are outputs._
No padding, no strides
Arbitrary padding, no strides
Half padding, no strides
Full padding, no strides
No padding, strides
Padding, strides
Padding, strides (odd)
## Transposed convolution animations
_N.B.: Blue maps are inputs, and cyan maps are outputs._
No padding, no strides, transposed
Arbitrary padding, no strides, transposed
Half padding, no strides, transposed
Full padding, no strides, transposed
No padding, strides, transposed
Padding, strides, transposed
Padding, strides, transposed (odd)
## Dilated convolution animations
_N.B.: Blue maps are inputs, and cyan maps are outputs._
No padding, no stride, dilation
## Generating the Makefile
From the repository's root directory:
``` bash
$ ./bin/generate_makefile
```
## Generating the animations
From the repository's root directory:
``` bash
$ 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.
## Compiling the document
From the repository's root directory:
``` bash
$ make
```