Unified Out-Of-Distribution Detection: A Model-Specific Perspective

no code implementations • ICCV 2023 • Reza Averly, Wei-Lun Chao

We show that this framework unifies the detection of OOD examples caused by semantic shift and covariate shift, and closely addresses the concern of applying a machine learning model to uncontrolled environments.

Out-of-Distribution Detection Out of Distribution (OOD) Detection