Out-of-Distribution Object Detection in Street Scenes via Synthetic Outlier Exposure and Transfer Learning

Sadia Ilyas, Annika Mütze, Klaus Friedrichs +2

Out-of-distribution (OOD) objects are often silently overlooked by object detectors, which produce no detection for them, leaving downstream modules with nothing to act on and no i…