deel-ai / oodeel

Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.

https://deel-ai.github.io/oodeel/

MIT License

52 stars 2 forks source link

Fix Mahalanobis and RMDS methods #93

Open cofri opened 6 months ago

cofri commented 6 months ago

Two bugs are fixed:

Mahalanobis: the mean covariance for all classes is now correctly computed based on the total number of images len(features[0]), and not len(features) which equals 1 (features is a list of 1 element).
RMDS: the formula for the score is $MD_k - MD_0$

github-actions[bot] commented 6 months ago

☂️ Python Coverage

current status: ✅

Overall Coverage

Lines Covered Coverage Threshold Status

2334 2160 93% 70% 🟢

New Files

No new covered files...

Modified Files

File Coverage Status

oodeel/methods/mahalanobis.py 98% 🟢

oodeel/methods/rmds.py 97% 🟢

TOTAL 98% 🟢

updated for commit: c13da98 by action🐍

File	Coverage	Status
oodeel/methods/mahalanobis.py	98%	🟢
oodeel/methods/rmds.py	97%	🟢
TOTAL	98%	🟢