| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Segmentation | Fishyscapes Lost & Found (val) | FPR954.76 | 53 | |
| Anomaly Segmentation | Fishyscapes Static (val) | FPR950.0147 | 43 | |
| Anomaly Segmentation | Fishyscapes Static (test) | FPR950.29 | 28 | |
| Anomaly Detection | Fishyscapes Static | AP86.2 | 27 | |
| Anomaly Detection | Fishyscapes Lost & Found | AP43.9 | 27 | |
| Anomaly Detection | Fishyscapes Lost & Found (val) | AP60.58 | 21 | |
| Anomaly Detection | Fishyscapes Static (val) | AUROC98.3 | 20 | |
| Anomaly Segmentation | Fishyscapes Static v1 (test) | FPR950.82 | 18 | |
| Anomaly Segmentation | Fishyscapes Lost & Found v1 (test) | FPR953.97 | 18 | |
| Anomaly Detection | Fishyscapes Web Oct 20 | AP67.2 | 17 | |
| Anomaly Segmentation | Fishyscapes Static (leaderboard) | AP96.76 | 14 | |
| Anomaly Segmentation | Fishyscapes LostAndFound (leaderboard) | AP0.4417 | 14 | |
| Anomaly Detection | Fishyscapes Web Jan 20 | AP61.4 | 13 | |
| Unexpected Obstacle Detection | Fishyscapes Static (test) | mIoU0.814 | 12 | |
| Unexpected Obstacle Detection | Fishyscapes Lost & Found (test) | mIoU81.4 | 12 | |
| Out-of-Distribution Detection | Fishyscapes Static (test) | AP92.38 | 11 | |
| Out-of-Distribution Detection | Fishyscapes Lost & Found (test) | AP55.63 | 11 | |
| Out-of-distribution segmentation | Fishyscapes Lost and Found (val) | AUC98.62 | 11 | |
| Dense Out-of-Distribution Detection | Fishyscapes FS Static | AP96.8 | 9 | |
| Dense Out-of-Distribution Detection | Fishyscapes FS LAF | AP43.2 | 9 | |
| Out-of-Distribution Detection | Fishyscapes L&F official (test) | FPR (%)2.27 | 8 | |
| Out-of-Distribution Detection | Fishyscapes Static official (test) | FPR0.52 | 8 | |
| Anomaly Detection | Fishyscapes (val) | Static FPR0.85 | 8 | |
| Anomaly Segmentation | Fishyscapes Web Oct. 2020 v1 (test) | AP63.99 | 7 |