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Alternative rotational invariance and convolution neural networks #171

Merged
merged 25 commits into from
Jul 24, 2024
Merged

Alternative rotational invariance and convolution neural networks #171

merged 25 commits into from
Jul 24, 2024

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BerndDoser
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@BerndDoser BerndDoser commented Jun 27, 2024 •
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@BerndDoser
train with not rotated image and reconstruction loss as minimum over …
a1c1627 
…rotated images with reconstructed image of not rotated image
@BerndDoser
improve cnn encoder/decoder architecture:
c7a15c0 
- remove one layers
- double channels
- smaller learning rate
- upsampling in decoder
@BerndDoser
add ImageDataset
5348385
@BerndDoser
Merge remote-tracking branch 'origin/main' into rot-loss
4a1433e
@BerndDoser
Merge remote-tracking branch 'ain/main' into rot-loss
b5752dd
@BerndDoser
Add ImagesDataset and ImagesDataModule
8e73df8
@BerndDoser
replace PIL by skimage.io for better performance
430c480
@BerndDoser
update plain autoencoder
cc27bf7
@BerndDoser
add pokemon config
7c2fb24
@BerndDoser
Improved CNN architecture
741d758 
Source: https://www.biorxiv.org/content/10.1101/214247v2
@BerndDoser
Merge branch 'main' into rot-loss
d18dd01
@BerndDoser
rename h_dim and z_dim into latent_dim ...
693a300 
and use no default value
@BerndDoser
normalize loss by brightness
601eaf7
@BerndDoser
remove sigmoid from last layer of decoder
715ed7a
@BerndDoser
Merge branch 'main' into rot-loss
bb1e48c
@BerndDoser
Merge branch 'main' into rot-loss
8582fc8
@BerndDoser
use Optional to support python 3.9
beee3ea
@BerndDoser
Revert "train with not rotated image and reconstruction loss as minim…
bfb5f60 
…um over rotated images with reconstructed image of not rotated image"

This reverts commit a1c1627.
@BerndDoser
git ignore sarif files
a16f967
@BerndDoser
Rotational2Autoencoder, which takes the minimal loss of all rotated i…
ea158f8 
…nput image and the reconstructed image using the not rotated image.
@BerndDoser BerndDoser added this to the v0.4 milestone Jun 27, 2024
@BerndDoser BerndDoser self-assigned this Jun 27, 2024
@BerndDoser BerndDoser merged commit 416e2f6 into HITS-AIN:main Jul 24, 2024
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@BerndDoser BerndDoser deleted the rot-loss branch July 24, 2024 09:19
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