Why Feature Magnitude Deceives OOD Detectors: An Angular Separation Perspective
Reveals why feature magnitude misleads OOD detectors and proposes an angular separation perspective for robust out-of-distribution detection.
Publications
You can also find my articles on my Google Scholar profile.
Conference Papers
PTTA: Purifying Malicious Samples for Test-Time Model Adaptation
Proposes PTTA, a method that purifies malicious samples to enable robust test-time model adaptation.
Decoupled Entropy Minimization
Proposes decoupled entropy minimization for improved test-time adaptation and domain generalization.
Journal Articles
Frequency-Aware Domain Generalization
Introduces a frequency-aware approach for domain generalization by leveraging spectral domain information.