Outlier-aware Object Detection on PASCAL-VOC vs OpenImages 2012 (test val)
45.08FPR95FFS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FFSBackbone=RegNetX-4.0GF, Detector=Faster R-CNN2023.02 | 45.08 | 88.29 | 51.8 | — | |
| VOSBackbone=RegNetX-4.0GF, Detector=Faster R-CNN2023.02 | 48.33 | 87.59 | 51.5 | — | |
| VOSBackbone=RegX4.02026.03 | 48.33 | 87.59 | — | 51.6 | |
| VOSBackbone=ResNet502026.03 | 51.33 | 85.23 | — | 48.9 | |
| CSIBackbone=RegNetX-4.0GF, Detector=Faster R-CNN2023.02 | 57.41 | 82.95 | 48.1 | — | |
| CSI2026.03 | 57.41 | 82.95 | — | 48.1 | |
| EnergyBackbone=RegNetX-4.0GF, Detector=Faster R-CNN2023.02 | 58.69 | 82.98 | 48.7 | — | |
| Energy score2026.03 | 58.69 | 82.98 | — | 48.7 | |
| GANBackbone=RegNetX-4.0GF, Detector=Faster R-CNN2023.02 | 59.97 | 82.67 | 48.5 | — | |
| GAN-synthesis2026.03 | 59.97 | 82.67 | — | 48.5 | |
| GCOS2026.03 | 60.69 | 86.57 | — | 48.8 | |
| ODIN2026.03 | 63.14 | 82.59 | — | 48.7 | |
| Gram matrices2026.03 | 67.42 | 77.62 | — | 48.7 | |
| Generalized ODIN2026.03 | 70.28 | 79.23 | — | 48.1 | |
| MSP2026.03 | 73.13 | 81.91 | — | 48.7 | |
| Mahalanobis2026.03 | 96.27 | 57.42 | — | 48.7 |