Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding

Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding

Andreas Geiger via YouTube Direct link

Intro

1 of 18

1 of 18

Intro

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Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding

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  1. 1 Intro
  2. 2 Overview
  3. 3 What is Disentanglement?
  4. 4 Disentanglement Methods
  5. 5 What about time?
  6. 6 Time Contrastive Learning (TCL)
  7. 7 Why does this work?
  8. 8 Permutation Contrastive Learning (PCL)
  9. 9 What about reality?
  10. 10 Identifiability Proof Intuition
  11. 11 Slow Variational Autoencoder (Slow VAE)
  12. 12 Disentanglement Lib
  13. 13 Results on DSprites
  14. 14 Results on KITTI Masks
  15. 15 Natural Sprites and KITTI Masks
  16. 16 PCL & Ada-GVAE
  17. 17 PCL Simulation
  18. 18 Open Questions

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