GitHub - Minitechy/betaVAE_variants: beta-VAE variants trained using deep neural networks on the dSprites dataset with PyTorch

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beta-VAE variants trained using deep neural networks on the dSprites dataset with PyTorch

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Name		Name	Last commit message	Last commit date
Latest commit History 78 Commits
I3_vs_SAP_s3n4m3.ipynb		I3_vs_SAP_s3n4m3.ipynb
README.md		README.md
betaVAE_MC_dis.ipynb		betaVAE_MC_dis.ipynb
betaVAE_MC_train.ipynb		betaVAE_MC_train.ipynb
betaVAE_VLB_dis.ipynb		betaVAE_VLB_dis.ipynb
betaVAE_VLB_train.ipynb		betaVAE_VLB_train.ipynb
betaVAE_dis.ipynb		betaVAE_dis.ipynb
betaVAE_dis_v1.ipynb		betaVAE_dis_v1.ipynb
betaVAE_recon_dis.ipynb		betaVAE_recon_dis.ipynb
betaVAE_recon_train.ipynb		betaVAE_recon_train.ipynb
betaVAE_train.ipynb		betaVAE_train.ipynb
betaVAE_train_v1.ipynb		betaVAE_train_v1.ipynb
dsprites_ndarray_co1sh3sc6or40x32y32_64x64.npz		dsprites_ndarray_co1sh3sc6or40x32y32_64x64.npz
lambda_beta_VAE_linear.ipynb		lambda_beta_VAE_linear.ipynb
lambda_gamma_beta_VAE_linear.ipynb		lambda_gamma_beta_VAE_linear.ipynb

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dSprites dataset: The results for training

$\beta$-VAE can be found at the following link:
- betaVAE_train.ipynb: https://drive.google.com/file/d/1uThj2zB1iKGwUw2KSAvGOAIFJgR2YEPt/view?usp=sharing
$\beta$-VAE-v1 can be found at the following link:
- betaVAE_train_v1.ipynb: https://drive.google.com/file/d/1LNRSRvieZzuaHV4yzzEIrwBOBegUv106/view?usp=sharing
$\lambda\beta$-VAE can be found at the following link:
- betaVAE_recon_train.ipynb: https://drive.google.com/file/d/1BUVlm28CsBYr3fEU4FSDfLaox4TgOsBo/view?usp=sharing
- I3_vs_SAP_s3n4m3.ipynb: https://drive.google.com/file/d/1RiyM2l6GvfJNjcTgWnTru1pF8-Ol4tYC/view?usp=sharing
$\gamma\beta$-VAE can be found at the following link:
- betaVAE_VLB_train.ipynb: https://drive.google.com/file/d/1roQc5qTifdYv3YjqXjuNlkGI0ba9VjPU/view?usp=sharing

Linear Gaussian setting:

lambda_beta_VAE_linear.ipynb: https://drive.google.com/file/d/1zau7oPc2kumMsqTXv2LlAllnMeca209b/view?usp=share_link
lambda_gamma_beta_VAE_linear.ipynb: https://drive.google.com/file/d/1UCLiklWjYfFKDDk9D7oHvMtaI53fq9z4/view?usp=share_link