Out-of-Distribution Detection on PASCAL VOC ID OpenImages OOD
11.3FPR95WFS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WFSDetector Category=Traditional Detector2026.06 | 11.3 | 94.9 | |
| SyncOODDetector Category=Traditional Detector2026.06 | 13.3 | 95.4 | |
| SAFEDetector Category=Traditional Detector2026.06 | 20.1 | 92.3 | |
| YOLO-World + NegASDetector Category=VLM2026.06 | 23.3 | 92.6 | |
| GroundingDINO + NegASDetector Category=VLM2026.06 | 24.3 | 92.1 | |
| GroundingDINO (baseline)Detector Category=VLM2026.06 | 33.4 | 91.8 | |
| DFFFDetector Category=Traditional Detector2026.06 | 44.5 | 88.7 | |
| SR-VAEDetector Category=Traditional Detector2026.06 | 46.3 | 87.9 | |
| YOLO-World_CoOp (baseline)Detector Category=VLM2026.06 | 47 | 83.3 | |
| YOLO-World (baseline)Detector Category=VLM2026.06 | 48.8 | 81.4 | |
| VOSDetector Category=Traditional Detector2026.06 | 51.3 | 85.2 | |
| CSIDetector Category=Traditional Detector2026.06 | 57.4 | 83 | |
| EnergyDetector Category=Traditional Detector2026.06 | 58.7 | 83 | |
| Siren-KKNDetector Category=Traditional Detector2026.06 | 66 | 74.9 | |
| Gram MatricesDetector Category=Traditional Detector2026.06 | 67.4 | 48.7 | |
| Generalized ODINDetector Category=Traditional Detector2026.06 | 70.3 | 79.2 | |
| Siren-vMFDetector Category=Traditional Detector2026.06 | 78.4 | 71.1 |