Incremental Object Detection on COCO 2017 (70-10)
43.4APQ-MCMF (Ours)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Q-MCMF (Ours)Exemplar replay=false, Protocol=(1)2026.03 | 43.4 | 62 | 47.6 | 28.2 | 46.9 | 56 | |
| Q-MCMFProtocol=2, Exemplar Replay=false2026.03 | 43.1 | 61.3 | 47.5 | 27.9 | 46.7 | 55.7 | |
| DyQ-DETR*Exemplar replay=true, Protocol=(1)2026.03 | 42.4 | 60.4 | 46.3 | 24.5 | 45.7 | 57.5 | |
| DyQ-DETRProtocol=2, Exemplar Replay=true2026.03 | 41.9 | 60.1 | 45.8 | 24.1 | 45.3 | 55.8 | |
| DCAExemplar replay=false, Protocol=(1)2026.03 | 41.3 | 59.2 | — | — | — | — | |
| SDDGR*Exemplar replay=true, Protocol=(1)2026.03 | 40.9 | 59.5 | 44.8 | 23.9 | 44.7 | 54 | |
| CL-DETR*Exemplar replay=true, Protocol=(1)2026.03 | 40.4 | 58 | 43.9 | 23.8 | 43.6 | 53.5 | |
| CL-DETRProtocol=2, Exemplar Replay=true2026.03 | 40.1 | 57.8 | 43.7 | 23.2 | 43.2 | 52.1 | |
| DyQ-DETRProtocol=2, Exemplar Replay=false2026.03 | 39.6 | 57.6 | 43.5 | 23.4 | 43.3 | 51.8 | |
| DyQ-DETRExemplar replay=false, Protocol=(1)2026.03 | 39.5 | 56.4 | 43.1 | 22.5 | 43.1 | 53 | |
| ERDProtocol=2, Exemplar Replay=false2026.03 | 36.9 | 55.7 | 40.1 | 21.4 | 39.6 | 48.7 | |
| iCaRLProtocol=2, Exemplar Replay=false2026.03 | 35.9 | 52.5 | 39.2 | 19.1 | 39.4 | 48.6 | |
| CL-DETRExemplar replay=false, Protocol=(1)2026.03 | 35.8 | 53.5 | 39.5 | 19.4 | 41.5 | 46.1 | |
| ERDExemplar replay=false, Protocol=(1)2026.03 | 34.9 | 51.9 | 37.4 | 18.7 | 38.8 | 45.5 | |
| CL-DETRProtocol=2, Exemplar Replay=false2026.03 | 34 | 48 | 37.2 | 15.5 | 37.7 | 49.7 | |
| SIDExemplar replay=false, Protocol=(1)2026.03 | 32.8 | 49 | 35 | 17.1 | 36.9 | 44.5 | |
| LwFProtocol=2, Exemplar Replay=true2026.03 | 24.5 | 36.6 | 26.7 | 12.4 | 28.2 | 35.2 | |
| RILODExemplar replay=false, Protocol=(1)2026.03 | 24.5 | 37.9 | 25.7 | 14.2 | 27.4 | 33.5 | |
| LwF*Exemplar replay=true, Protocol=(1)2026.03 | 7.1 | 12.4 | 7 | 4.8 | 9.5 | 10 |