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GitHub topics: dsprites

google-deepmind/dsprites-dataset

Dataset to assess the disentanglement properties of unsupervised learning methods

Language: Jupyter Notebook - Size: 28.2 MB - Last synced at: 13 days ago - Pushed at: over 4 years ago - Stars: 499 - Forks: 68

YannDubs/disentangling-vae

Experiments for understanding disentanglement in VAE latent representations

Language: Python - Size: 222 MB - Last synced at: 15 days ago - Pushed at: about 2 years ago - Stars: 814 - Forks: 145

Minitechy/betaVAE_variants

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

Language: Jupyter Notebook - Size: 23.4 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

rpatrik96/ima-vae

This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).

Language: Jupyter Notebook - Size: 11.4 MB - Last synced at: 15 days ago - Pushed at: about 1 year ago - Stars: 23 - Forks: 0

miyosuda/disentangled_vae

Replicating "Understanding disentangling in β-VAE"

Language: Python - Size: 6.93 MB - Last synced at: about 1 year ago - Pushed at: almost 7 years ago - Stars: 192 - Forks: 38

fjxmlzn/InfoGAN-CR

[ICML 2020] InfoGAN-CR and ModelCentrality: Self-supervised Model Training and Selection for Disentangling GANs

Language: Python - Size: 920 KB - Last synced at: 5 months ago - Pushed at: over 4 years ago - Stars: 41 - Forks: 8

1Konny/Beta-VAE

Pytorch implementation of β-VAE

Language: Python - Size: 3.86 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 466 - Forks: 119

1Konny/FactorVAE

Pytorch implementation of FactorVAE proposed in Disentangling by Factorising(http://arxiv.org/abs/1802.05983)

Language: Python - Size: 7.83 MB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 242 - Forks: 48

zfountas/deep-active-inference-mc

Deep active inference agents using Monte-Carlo methods

Language: Python - Size: 12.4 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 59 - Forks: 11

nicolasigor/FactorVAE

A TensorFlow implementation of FactorVAE, proposed in "Disentangling by Factorising" by Kim et al.

Language: Python - Size: 22.5 KB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 7 - Forks: 3

saashd/controlVAE

ML2 Project following ControlVAE: Tuning, Analytical Properties, and Performance Analysis

Language: Jupyter Notebook - Size: 205 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0