MARVEL introduces a multi-expert NvMF-based system with an outlier expert that reduces FPR95 in OOD detection on medical datasets by 8-37%.
The DFUC 2020 Dataset: Analysis Towards Diabetic Foot Ulcer Detection
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MARVEL: Margin-Aware Robust von Mises-Fischer Expert Learning for Long-Tailed Out-of-Distribution Detection
MARVEL introduces a multi-expert NvMF-based system with an outlier expert that reduces FPR95 in OOD detection on medical datasets by 8-37%.