Open-World Object Detection on MS-COCO OWOD Task 3
51.2mAP (Known Before)CAT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CAT2023.01 | 51.2 | 24.6 | 32.6 | 45 | — | — | — | |
| OW-DETR2023.01 | 45.2 | 6.9 | 24.9 | 38.5 | — | — | — | |
| CAT2023.01 | 42.8 | 24.4 | 18.7 | 34.8 | — | — | — | |
| DDETRFinetuning=true2021.12 | 40 | — | 17.8 | 33.3 | — | — | — | |
| OCPL2023.01 | 38.7 | 11.9 | 14.7 | 30.7 | — | — | — | |
| ORE-EBUI2023.01 | 38.7 | 3.6 | 23.7 | 33.7 | — | — | — | |
| OW-DETR2023.01 | 38.3 | 5.7 | 15.8 | 30.8 | — | — | — | |
| OW-DETR2021.12 | 38.3 | 5.7 | 15.8 | 30.8 | — | — | — | |
| ORE-EBUI2023.01 | 38.2 | 3.9 | 12.7 | 29.7 | — | — | — | |
| Faster-RCNNFinetuning=true2021.12 | 38.2 | — | 13.6 | 30 | — | — | — | |
| OREEBUI=false2021.12 | 38.2 | 3.9 | 12.7 | 29.7 | — | — | — | |
| 2B-OCD2023.01 | 37.2 | 11.6 | 13.2 | 29.2 | — | — | — | |
| UC-OWOD2023.01 | 28.8 | 8.7 | 16.3 | 24.6 | — | — | — | |
| DDETRFinetuning=false2021.12 | 3.3 | — | 22.5 | 8.5 | — | — | — | |
| Faster-RCNNFinetuning=false2021.12 | 2.5 | — | 15.2 | 6.7 | — | — | — | |
| DDETRProtocol=Standard2021.12 | — | — | — | — | 1.97 | — | 9,392 | |
| DDETRProtocol=Finetuning2021.12 | — | — | — | — | 1.95 | — | 10,095 | |
| Faster-RCNNProtocol=Standard2021.12 | — | — | — | — | 2.13 | — | 9,174 | |
| Faster-RCNNProtocol=Finetuning2021.12 | — | — | — | — | 2.79 | — | 9,622 | |
| ORE - EBUIProtocol=Standard2021.12 | — | 3.9 | — | — | 2.11 | — | 7,990 | |
| OW-DETRProtocol=Standard2021.12 | — | 5.7 | — | — | 1.56 | — | 6,803 |