Disentanglement Metrics

[davidetalon]

🚀 Feature

Add disentanglement metrics

Motivation

Disentanglement metrics might be helpful to understand the properties of the learnt representation.

Metrics

Disentanglement is still an ambiguous concept, some alternatives might be:

• [ ] BetaVAE ArXiv
• [ ] FactorVAE ArXiv
• [ ] Mutual Information Gap ArXiv
• [ ] DCI Disentanglement ArXiv
• [ ] SAP Score ArXiv
• [ ] ELBO ArXiv

Additional context

Helpful resources are:

• disentanglement_lib
• Locatello2019Challenging (see Appendix C)

[github-actions[bot]]

Hi! thanks for your contribution!, great first issue!

[davidetalon]

I am open to help :)

[Borda]

Very nice! how about choosing one which you think is the most valuable and drafting a PR? cc: @SkafteNicki @stancld

[davidetalon]

Thank you @Borda! A good all around metric is DCI Disentanglement! If there are no problems, I would start with it!

[Borda]

If there are no problems, I would start with it!

cool pls send out your first PR :)

[davidetalon]

If there are no problems, I would start with it!

cool pls send out your first PR :)

I am sorry for being late. I am working on it! If you don't mind I would open the draft PR next week :)

[stale[bot]]

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

[stale[bot]]

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.