文件列表:

LICENSE (1067, 2019-04-13)
bibliography.bib (6792, 2019-04-13)
bin (0, 2019-04-13)
bin\generate_makefile (5368, 2019-04-13)
bin\produce_figure (11468, 2019-04-13)
conv_arithmetic.tex (59375, 2019-04-13)
gif (0, 2019-04-13)
gif\arbitrary_padding_no_strides.gif (476750, 2019-04-13)
gif\arbitrary_padding_no_strides_transposed.gif (323062, 2019-04-13)
gif\dilation.gif (124951, 2019-04-13)
gif\full_padding_no_strides.gif (435605, 2019-04-13)
gif\full_padding_no_strides_transposed.gif (287001, 2019-04-13)
gif\no_padding_no_strides.gif (37751, 2019-04-13)
gif\no_padding_no_strides_transposed.gif (164355, 2019-04-13)
gif\no_padding_strides.gif (44665, 2019-04-13)
gif\no_padding_strides_transposed.gif (197717, 2019-04-13)
gif\padding_strides.gif (118422, 2019-04-13)
gif\padding_strides_odd.gif (122211, 2019-04-13)
gif\padding_strides_odd_transposed.gif (303965, 2019-04-13)
gif\padding_strides_transposed.gif (272498, 2019-04-13)
gif\same_padding_no_strides.gif (276460, 2019-04-13)
gif\same_padding_no_strides_transposed.gif (213333, 2019-04-13)
natbib (0, 2019-04-13)
natbib\natbib.bst (24935, 2019-04-13)
pdf (0, 2019-04-13)
pdf\arbitrary_padding_no_strides_00.pdf (2828, 2019-04-13)
pdf\arbitrary_padding_no_strides_01.pdf (2866, 2019-04-13)
pdf\arbitrary_padding_no_strides_02.pdf (2838, 2019-04-13)
pdf\arbitrary_padding_no_strides_03.pdf (2836, 2019-04-13)
pdf\arbitrary_padding_no_strides_transposed_00.pdf (3174, 2019-04-13)
pdf\arbitrary_padding_no_strides_transposed_01.pdf (3160, 2019-04-13)
pdf\arbitrary_padding_no_strides_transposed_02.pdf (3151, 2019-04-13)
pdf\arbitrary_padding_no_strides_transposed_03.pdf (3145, 2019-04-13)
pdf\dilation_00.pdf (3006, 2019-04-13)
pdf\dilation_01.pdf (3016, 2019-04-13)
... ...

# 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/165ca9935392fa9600a6c946***a01214)) ## 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 ```

近期下载者：

相关文件：

评论：[我要评论] [举报此文件]

收藏者：