Open-World Object Detection on M-OWODB Task 1
65.1U-RecallDEUS
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DEUS2026.03 | 65.1 | — | — | 66.2 | 65.6 | — | — | — | — | |
| IPOW2026.02 | 50.1 | 0.0369 | 3,648 | — | — | — | — | — | — | |
| IPOW2026.02 | 50.1 | — | — | 62.4 | — | — | — | — | — | |
| O1O2026.03 | 49.3 | — | — | 65.1 | 56.1 | — | — | — | — | |
| CROWD*2026.02 | 42.9 | 0.038 | 3,823 | — | — | — | — | — | — | |
| CROWDProposal limit per image=1002026.02 | 42.9 | — | — | 61.7 | — | — | — | — | — | |
| OrthogonalDetReproduced=true2026.03 | 36.3 | — | — | 65.1 | 46.6 | — | — | — | — | |
| PROBReproduced=true2026.03 | 28.3 | — | — | 66.4 | 39.7 | — | — | — | — | |
| REAL-OW2026.07 | 25.5 | 0.0307 | 2,885 | — | — | — | — | — | — | |
| OrthogonalDet2026.02 | 24.6 | 0.0299 | 4,148 | — | — | — | — | — | — | |
| OrthogonalDet2026.02 | 24.6 | — | — | 61.3 | — | — | — | — | — | |
| CAT2026.02 | 23.7 | — | — | 60 | — | — | — | — | — | |
| CAT2026.03 | 23.7 | — | — | 60 | 34 | — | — | — | — | |
| OWOBJ2026.03 | 23.6 | — | — | 61.4 | 34.1 | — | — | — | — | |
| OWOBJ2026.07 | 23.6 | 0.0395 | 3,102 | — | — | — | — | — | — | |
| PROBDetector=PROB, Configuration=Raw2026.05 | 21.8 | — | — | — | — | 7.35 | 11.4 | — | — | |
| PROB + DualMemDetector=PROB, Configuration=+ DualMem2026.05 | 20.6 | — | — | — | — | 3.04 | 25.8 | 6.4 | 1.2 | |
| PROB2026.02 | 19.4 | 0.0569 | 5,195 | — | — | — | — | — | — | |
| PROB2026.02 | 19.4 | — | — | 59.5 | — | — | — | — | — | |
| PROB2026.07 | 19.4 | 0.0569 | 5,195 | — | — | — | — | — | — | |
| HypOWDetector=HypOW, Configuration=Raw2026.05 | 17.9 | — | — | — | — | 5.23 | 12.3 | — | — | |
| HypOW + DualMemDetector=HypOW, Configuration=+ DualMem2026.05 | 14.5 | — | — | — | — | 1.76 | 27 | 22.6 | 3.4 | |
| 2B-OCD2026.07 | 12.1 | 0.0481 | — | — | — | — | — | — | — | |
| RandBox2026.02 | 10.6 | 0.024 | 4,498 | — | — | — | — | — | — | |
| RandBox2026.02 | 10.6 | — | — | 61.8 | — | — | — | — | — | |
| OCPL2026.07 | 8.3 | 0.0413 | 5,670 | — | — | — | — | — | — | |
| OW-DETR2026.02 | 7.5 | 0.0571 | 10,240 | — | — | — | — | — | — | |
| OW-DETR2026.02 | 7.5 | — | — | 59.2 | — | — | — | — | — | |
| OW-DETR2026.03 | 7.5 | — | — | 59.2 | 13.3 | — | — | — | — | |
| OW-DETR2026.07 | 7.5 | 0.0571 | 10,240 | — | — | — | — | — | — | |
| ORE2026.02 | 4.9 | 0.0621 | 10,459 | — | — | — | — | — | — | |
| ORE2026.02 | 4.9 | — | — | 56 | — | — | — | — | — | |
| ORE2026.03 | 4.9 | — | — | 56 | 9 | — | — | — | — | |
| ORE2026.07 | 4.9 | 0.0621 | 10,459 | — | — | — | — | — | — | |
| OW-DETRDetector=OW-DETR, Configuration=Raw2026.05 | 2 | — | — | — | — | 2.83 | 2.3 | — | — | |
| OW-DETR + DualMemDetector=OW-DETR, Configuration=+ DualMem2026.05 | 1.8 | — | — | — | — | 1.56 | 4.2 | 7.5 | 0.2 |