Object Detection on COCO 40+40 scenario 2017 (val)
54.7APP2IOD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| P2IODScenario=40 + 40, Pre-trained=Objects3652025.10 | 54.7 | 71.1 | 60.3 | 39.2 | 59.4 | 69.7 | — | — | |
| YOLO-IODBaseline=YOLO-Word(X), Replay-based=false2025.12 | 53 | 69.7 | 58.1 | 36.1 | 58.6 | 67 | 1.5 | 2.7 | |
| RGR*Baseline=YOLO-Word(X), Replay-based=true2025.12 | 51.5 | 68.1 | 56.5 | 34.1 | 57 | 66.9 | 3 | 5.5 | |
| MD-DETRScenario=40 + 40, Pre-trained=Objects3652025.10 | 50 | 65.7 | 55.1 | 35.7 | 54.1 | 65.7 | — | — | |
| ERDBaseline=YOLO-Word(X), Replay-based=false2025.12 | 49.9 | 67 | 54.7 | 33.5 | 54.8 | 64.8 | 4.6 | 8.4 | |
| GCDBaseline=Grounding Dino, Replay-based=false2025.12 | 45.7 | 62.9 | 49.7 | 28.4 | 49.3 | 60 | 11.5 | 20.1 | |
| GCDScenario=40 + 402025.10 | 45.7 | 62.9 | 49.7 | 28.4 | 49.3 | 60 | — | — | |
| SDDGRBaseline=Deformable DETR2024.02 | 43 | 62.1 | 47.1 | 24.9 | 46.9 | 57 | — | — | |
| SDDGR*Baseline=Deformable DETR, Replay-based=true2025.12 | 43 | 62.1 | 47.1 | 24.9 | 46.9 | 57 | 4 | 8.5 | |
| SDDGRScenario=40 + 402025.10 | 43 | 62.1 | 47.1 | 24.9 | 46.9 | 57 | — | — | |
| DCABaseline=Deformable DETR, Replay-based=false2025.12 | 42.8 | 58.4 | — | — | — | — | 4.2 | 8.9 | |
| CL-DETRBaseline=Deformable DETR2024.02 | 42 | 60.1 | 45.9 | 24 | 45.3 | 55.6 | — | — | |
| CL-DETR*Baseline=Deformable DETR, Replay-based=true2025.12 | 42 | 60.1 | 45.9 | 24 | 45.3 | 55.6 | 5 | 10.6 | |
| CL-DETRScenario=40 + 402025.10 | 42 | 60.1 | 45.9 | 24 | 45.3 | 55.6 | — | — | |
| LEAScenario=40 + 402025.10 | 41.2 | 59.8 | 44.8 | 25.7 | 45.1 | 54.8 | — | — | |
| TLRBaseline=GLIP-T, Replay-based=false2025.12 | 40.4 | 57.4 | 43.9 | 23.3 | 44.7 | 54.5 | 14.8 | 26.8 | |
| ERDBaseline=GFLv12024.02 | 36.9 | 54.5 | 39.6 | 21.3 | 40.4 | 47.5 | — | — | |
| ERDScenario=40 + 402025.10 | 36.9 | 54.5 | 39.6 | 21.3 | 40.4 | 47.5 | — | — | |
| RGR*Baseline=Faster R-CNN, Replay-based=true2025.12 | 35.6 | 56 | 38.2 | — | — | — | 4.6 | 11.4 | |
| BPFBaseline=Faster R-CNN, Replay-based=false2025.12 | 34.4 | 54.3 | 37.3 | — | — | — | 5.8 | 14.4 | |
| SIDBaseline=GFLv12024.02 | 34 | 51.4 | 36.3 | 18.4 | 38.4 | 44.9 | — | — | |
| SIDScenario=40 + 402025.10 | 34 | 51.4 | 36.3 | 18.4 | 38.4 | 44.9 | — | — | |
| RILODBaseline=GFLv12024.02 | 29.9 | 45 | 32 | 15.8 | 33 | 40.5 | — | — | |
| RILODScenario=40 + 402025.10 | 29.9 | 45 | 32 | 15.8 | 33 | 40.5 | — | — | |
| LWFBaseline=GFLv12024.02 | 17.2 | 25.4 | 18.6 | 7.9 | 18.4 | 24.3 | — | — |