Object Detection on COCO 70+10 Scenario 2017 (val)
55.2APP2IOD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| P2IODScenario=70 + 10, Pre-trained=Objects3652025.10 | 55.2 | 71.9 | 60.7 | 41 | 59.7 | 70.5 | — | — | |
| YOLO-IODBaseline=YOLO-Word(X), Replay-based=false2025.12 | 52.4 | 68.9 | 57.4 | 35.9 | 58 | 65.6 | 2.1 | 3.9 | |
| MD-DETRScenario=70 + 10, Pre-trained=Objects3652025.10 | 50.8 | 65.6 | 55.8 | 34.9 | 55.8 | 66 | — | — | |
| RGR*Baseline=YOLO-Word(X), Replay-based=true2025.12 | 49.1 | 64.9 | 53.5 | 31.2 | 54.1 | 64.8 | 5.4 | 9.9 | |
| GCDBaseline=Grounding Dino, Replay-based=false2025.12 | 46.7 | 63.9 | 50.8 | 29.7 | 49.9 | 61.6 | 8.5 | 14.8 | |
| GCDScenario=70 + 102025.10 | 46.7 | 63.9 | 50.8 | 29.7 | 49.9 | 61.6 | — | — | |
| ERDBaseline=YOLO-Word(X), Replay-based=false2025.12 | 45.6 | 62 | 50.1 | 29.9 | 50.6 | 60.6 | 8.9 | 16.3 | |
| LEAScenario=70 + 102025.10 | 45.4 | 65.3 | 49.6 | 28.5 | 48.8 | 59.2 | — | — | |
| TLRBaseline=GLIP-T, Replay-based=false2025.12 | 42.9 | 59.2 | 45.2 | 24.3 | 45.1 | 54.1 | 12.3 | 22.2 | |
| DCABaseline=Deformable DETR, Replay-based=false2025.12 | 41.3 | 59.2 | — | — | — | — | 5.7 | 12.1 | |
| SDDGRBaseline=Deformable DETR2024.02 | 40.9 | 59.5 | 44.8 | 23.9 | 44.7 | 54 | — | — | |
| SDDGR*Baseline=Deformable DETR, Replay-based=true2025.12 | 40.9 | 59.5 | 44.8 | 23.9 | 44.7 | 54 | 6.1 | 13 | |
| SDDGRScenario=70 + 102025.10 | 40.9 | 59.5 | 44.8 | 23.9 | 44.7 | 54 | — | — | |
| CL-DETRBaseline=Deformable DETR2024.02 | 40.4 | 58 | 43.9 | 23.8 | 43.6 | 53.5 | — | — | |
| CL-DETR*Baseline=Deformable DETR, Replay-based=true2025.12 | 40.4 | 58 | 43.9 | 23.8 | 43.6 | 53.5 | 6.6 | 14 | |
| CL-DETRScenario=70 + 102025.10 | 40.4 | 58 | 43.9 | 23.8 | 43.6 | 53.5 | — | — | |
| RGR*Baseline=Faster R-CNN, Replay-based=true2025.12 | 36.6 | 56.6 | 39.6 | — | — | — | 3.6 | 8.9 | |
| BPFBaseline=Faster R-CNN, Replay-based=false2025.12 | 36.2 | 56.8 | 38.9 | — | — | — | 4 | 9.9 | |
| ERDBaseline=GFLv12024.02 | 34.9 | 51.9 | 37.4 | 18.7 | 38.8 | 45.5 | — | — | |
| ERDScenario=70 + 102025.10 | 34.9 | 51.9 | 37.4 | 18.7 | 38.8 | 45.5 | — | — | |
| SIDBaseline=GFLv12024.02 | 32.8 | 49 | 35 | 17.1 | 36.9 | 44.5 | — | — | |
| SIDScenario=70 + 102025.10 | 32.8 | 49 | 35 | 17.1 | 36.9 | 44.5 | — | — | |
| RILODBaseline=GFLv12024.02 | 24.5 | 37.9 | 25.7 | 14.2 | 27.4 | 33.5 | — | — | |
| RILODScenario=70 + 102025.10 | 24.5 | 37.9 | 25.7 | 14.2 | 27.4 | 33.5 | — | — | |
| LWFBaseline=GFLv12024.02 | 7.1 | 12.4 | 7 | 4.8 | 9.5 | 10 | — | — |