Brian K.S. Isaac-Medina

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection

Modern machine learning models, that excel on computer vision tasks such as classification and object detection, are often overconfident in their predictions for Out-of-Distribution (OOD) examples, resulting in unpredictable behaviour for open-set environments. Recent works have demonstrated that th…