Open-World Object Detection on MS-COCO OWOD (Task 2)
67.6mAP (Known)CAT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAT2023.01 | 67.6 | 23 | 35.5 | 50.7 | — | — | |
| OW-DETR2023.01 | 62.8 | 6.2 | 27.5 | 43.8 | — | — | |
| ORE-EBUI2023.01 | 56.5 | 3.9 | 26.1 | 40.6 | — | — | |
| CAT2023.01 | 55.5 | 19.1 | 32.7 | 44.1 | — | — | |
| DDETRFinetuning=true2021.12 | 54.5 | — | 34.4 | 44.8 | — | — | |
| OW-DETR2023.01 | 53.6 | 6.2 | 33.5 | 42.9 | — | — | |
| OW-DETR2021.12 | 53.6 | 6.2 | 33.5 | 42.9 | — | — | |
| ORE-EBUI2023.01 | 52.7 | 2.9 | 26 | 39.4 | — | — | |
| OREEBUI=false2021.12 | 52.7 | 2.9 | 26 | 39.4 | — | — | |
| 2B-OCD2023.01 | 51.6 | 9.4 | 25.3 | 38.5 | — | — | |
| Faster-RCNNFinetuning=true2021.12 | 51 | — | 25 | 38 | — | — | |
| OCPL2023.01 | 50.6 | 7.7 | 27.5 | 39.1 | — | — | |
| UC-OWOD2023.01 | 33.1 | 3.4 | 30.5 | 31.8 | — | — | |
| DDETRFinetuning=false2021.12 | 4.5 | — | 31.3 | 17.9 | — | — | |
| Faster-RCNNFinetuning=false2021.12 | 3.7 | — | 26.7 | 15.2 | — | — | |
| DDETRProtocol=Standard2021.12 | — | — | — | — | 3.68 | 18,115 | |
| DDETRProtocol=Finetuning2021.12 | — | — | — | — | 3.37 | 17,834 | |
| Faster-RCNNProtocol=Standard2021.12 | — | — | — | — | 3.71 | 12,291 | |
| Faster-RCNNProtocol=Finetuning2021.12 | — | — | — | — | 3.75 | 12,497 | |
| ORE - EBUIProtocol=Standard2021.12 | — | 2.9 | — | — | 2.82 | 10,445 | |
| OW-DETRProtocol=Standard2021.12 | — | 6.2 | — | — | 2.78 | 8,441 |