dsprites 开源项目推荐（11 个）

YannDubs /disentangling-vae

Experiments for understanding disentanglement in VAE latent representations

1Konny /Beta-VAE

Pytorch implementation of β-VAE

google-deepmind /dsprites-dataset

Dataset to assess the disentanglement properties of unsupervised learning methods

1Konny /FactorVAE

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

miyosuda /disentangled_vae

Replicating "Understanding disentangling in β-VAE"

zfountas /deep-active-inference-mc

Deep active inference agents using Monte-Carlo methods

fjxmlzn /InfoGAN-CR

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

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).

nicolasigor /FactorVAE

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

saashd /controlVAE

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

miltonllera /spritegen

Generation of sprite dataset used when testing disentangled models.