notesum.ai
Published at December 5UNCOVER: Unknown Class Object Detection for Autonomous Vehicles in Real-time
cs.CV
Released Date: December 5, 2024
Authors: Lars Schmarje1, Kaspar Sakman, Reinhard Koch2, Dan Zhang1
Aff.: 1Bosch Center for Artificial Intelligence; 2Kiel University

| Cityscapes | BDD100K | FS L&F | Anomaly | Obstacle | |||
|---|---|---|---|---|---|---|---|
| Objectness measure | mAP | R@100 | mAP | R@100 | R@100 | R@100 | R@100 |
| Obj. score | 34.42 | 13.21 | 12.40 | 39.38 | 48.62 | 93.75 | 75.56 |
| IoU score | 35.83 | 11.70 | 11.51 | 39.32 | 52.49 | 93.75 | 73.33 |
| Occ. score (Ours) | 35.91 | 15.71 | 14.11 | 39.42 | 58.56 | 93.75 | 77.78 |