Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration

Kemal Oksuz, Tom Joy, Puneet K. Dokania

The current approach for testing the robustness of object detectors suffers from serious deficiencies such as improper methods of performing out-of-distribution detection and using…