Wenfei Hu

OW3Det: Toward Open-World 3D Object Detection for Autonomous Driving

Despite their success in LIDAR object detection, modern detectors are vulnerable to uncommon instances and corner cases (e.g., a runaway tire) since they are closed-set and static. Networks under the closed-set setup only predict labels of seen classes, while static models suffer from catastrophic f…