Popular GitHub Repositories for Disentanglement

Time-Lapse Disentanglement With Conditional GANs [SIGGRAPH 2022]

? Modular VAE disentanglement framework for python built with PyTorch Lightning ▸ Including metrics and datasets ▸ With strongly supervised, weakly supervised and unsupervised methods ▸ Easily configured and run with Hydra config ▸ Inspired by disentanglement_lib

Pytorch implementation of Learning Disentangled Representations via Mutual Information Estimation (ECCV 2020)

[TPAMI 2023] Code for inference of our TPAMI and ECCV papers on model-guided disentanglement for GANs.

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).

Code from the article: "The Role of Disentanglement in Generalisation" (ICLR, 2021).

Matching in GAN latent space for better bias benchmarking and semantic image editing. ??????‍???‍♂️??

Official code of "Discover the Unknown Biased Attribute of an Image Classifier" (ICCV 2021)

Codebase for the paper: Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts

Disentangling the latent space of a VAE.

training β-VAE by Aggregating a Learned Gaussian Posterior with a Decoupled Decoder