Incremental Object Detection on COCO 2017 (40-40)
44.3APQ-MCMF (Ours)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Q-MCMF (Ours)Exemplar replay=false, Protocol=(1)2026.03 | 44.3 | 59.5 | 49.2 | 27.1 | 49.9 | 59.8 | |
| SDDGR*Exemplar replay=true, Protocol=(1)2026.03 | 43 | 62.1 | 47.1 | 24.9 | 46.9 | 57 | |
| DCAExemplar replay=false, Protocol=(1)2026.03 | 42.8 | 58.4 | — | — | — | — | |
| Q-MCMFProtocol=2, Exemplar Replay=false2026.03 | 42.4 | 60.5 | 46.4 | 25.5 | 46.5 | 55.2 | |
| DyQ-DETR*Exemplar replay=true, Protocol=(1)2026.03 | 42.4 | 60.5 | 45.9 | 23.9 | 46.3 | 56.7 | |
| CL-DETR*Exemplar replay=true, Protocol=(1)2026.03 | 42 | 60.1 | 45.9 | 24 | 45.3 | 55.6 | |
| DyQ-DETRExemplar replay=false, Protocol=(1)2026.03 | 41.4 | 59.7 | 44.9 | 24.1 | 45.2 | 54.3 | |
| DyQ-DETRProtocol=2, Exemplar Replay=true2026.03 | 39.7 | 57.5 | 43 | 21.6 | 42.9 | 53.8 | |
| CL-DETRExemplar replay=false, Protocol=(1)2026.03 | 39.2 | 56.1 | 42.6 | 21 | 42.8 | 52.6 | |
| DyQ-DETRProtocol=2, Exemplar Replay=false2026.03 | 39.1 | 57.1 | 42.5 | 21.3 | 42.7 | 51.8 | |
| CL-DETRProtocol=2, Exemplar Replay=true2026.03 | 37.5 | 55.1 | 40.3 | 20.9 | 40.8 | 50.7 | |
| ERDExemplar replay=false, Protocol=(1)2026.03 | 36.9 | 54.5 | 39.6 | 21.3 | 40.4 | 47.5 | |
| CL-DETRProtocol=2, Exemplar Replay=false2026.03 | 36.2 | 52.6 | 39.5 | 18.7 | 39.5 | 49.4 | |
| ERDProtocol=2, Exemplar Replay=false2026.03 | 36 | 55.2 | 38.7 | 19.5 | 38.7 | 49 | |
| SIDExemplar replay=false, Protocol=(1)2026.03 | 34 | 51.4 | 36.3 | 18.4 | 38.4 | 44.9 | |
| iCaRLProtocol=2, Exemplar Replay=false2026.03 | 33.4 | 52 | 36 | 18 | 36.4 | 45.5 | |
| RILODExemplar replay=false, Protocol=(1)2026.03 | 29.9 | 45 | 32 | 15.8 | 33 | 40.5 | |
| LwFProtocol=2, Exemplar Replay=true2026.03 | 23.9 | 41.5 | 25 | 12 | 26.4 | 33 | |
| LwF*Exemplar replay=true, Protocol=(1)2026.03 | 17.2 | 25.4 | 18.6 | 7.9 | 18.4 | 24.3 |