Incremental Object Detection on COCO 40-10 multi-step
51.8APYOLO-IOD
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| YOLO-IODDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T32025.12 | 51.8 | — | — | — | — | — | — | — | — | — | — | |
| YOLO-IODDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T52025.12 | 50.6 | 7.1 | — | — | — | — | — | — | — | — | — | |
| RGRDetector=YOLO-Word(X), Example-replay=true, Incremental Phase=T32025.12 | 48.2 | — | — | — | — | — | — | — | — | — | — | |
| ERDDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T32025.12 | 47.3 | — | — | — | — | — | — | — | — | — | — | |
| RGRDetector=YOLO-Word(X), Example-replay=true, Incremental Phase=T52025.12 | 44.8 | 17.8 | — | — | — | — | — | — | — | — | — | |
| DCADetector=Deformable DETR, Example-replay=false, Incremental Phase=T32025.12 | 41.1 | — | — | — | — | — | — | — | — | — | — | |
| SDDGRDetector=Deformable DETR, Example-replay=true, Incremental Phase=T32025.12 | 40.6 | — | — | — | — | — | — | — | — | — | — | |
| GCDDetector=Grounding Dino, Example-replay=false, Incremental Phase=T52025.12 | 40.2 | 29.7 | — | — | — | — | — | — | — | — | — | |
| ERDDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T52025.12 | 37.9 | 30.4 | — | — | — | — | — | — | — | — | — | |
| DCADetector=Deformable DETR, Example-replay=false, Incremental Phase=T52025.12 | 37.2 | 20.8 | — | — | — | — | — | — | — | — | — | |
| SDDGRDetector=Deformable DETR, Example-replay=true, Incremental Phase=T52025.12 | 36.8 | 21.7 | — | — | — | — | — | — | — | — | — | |
| TLRDetector=GLIP-T, Example-replay=false, Incremental Phase=T52025.12 | 30.2 | 45.2 | — | — | — | — | — | — | — | — | — | |
| CL-DETRDetector=Deformable DETR, Example-replay=true, Incremental Phase=T52025.12 | 28.1 | 40.2 | — | — | — | — | — | — | — | — | — | |
| ACFProtocol=12026.03 | — | — | — | — | — | — | — | 39.1 | 35.4 | 32 | 30.3 | |
| CFProtocol=12026.03 | — | — | — | — | — | — | — | 5.8 | 5.7 | 6.3 | 3.3 | |
| CL-DETR2025.10 | — | — | 63.7 | 54.4 | 50.2 | 45.6 | 38.2 | — | — | — | — | |
| CL-DETRProtocol=1, exemplar replay=true2026.03 | — | — | — | — | — | — | — | — | — | — | 28.1 | |
| DCAProtocol=12026.03 | — | — | — | — | — | — | — | 44 | 41.1 | 39.2 | 37.2 | |
| DyQ-DETR2025.10 | — | — | 63.7 | 55.9 | 53.8 | 50.8 | 49.8 | — | — | — | — | |
| ERD2025.10 | — | — | 63.7 | 53.9 | 46.7 | 39.9 | 31.8 | — | — | — | — | |
| ERDProtocol=12026.03 | — | — | — | — | — | — | — | 36.4 | 30.8 | 26.2 | 20.7 | |
| GCD2025.10 | — | — | — | — | — | — | 55.1 | — | — | — | — | |
| LEA2025.10 | — | — | 75.3 | 66.3 | 61.7 | 59.7 | 56.5 | — | — | — | — | |
| MD-DETRPre-trained=Objects3652025.10 | — | — | 79 | 68.1 | 61.7 | 53.7 | 49.4 | — | — | — | — | |
| P2IODPre-trained=Objects3652025.10 | — | — | 79.6 | 74.1 | 70.9 | 69.3 | 64.8 | — | — | — | — | |
| Q-MCMFProtocol=12026.03 | — | — | — | — | — | — | — | 43.2 | 41.2 | 40 | 38 | |
| RILODProtocol=12026.03 | — | — | — | — | — | — | — | 25.4 | 11.2 | 10.5 | 8.4 | |
| SDDGR2025.10 | — | — | 68.6 | 62.8 | 60.2 | 59 | 54.7 | — | — | — | — | |
| SDDGRProtocol=1, exemplar replay=true2026.03 | — | — | — | — | — | — | — | 42.3 | 40.6 | 40 | 36.8 | |
| SIDProtocol=12026.03 | — | — | — | — | — | — | — | 34.6 | 24.1 | 14.6 | 12.6 |