Incremental Object Detection on PASCAL VOC 10+10 setting
74mAPREAL-OW
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| REAL-OWBackbone=PVT, Framework=Deformable DETR2026.07 | 74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.8 | 74.3 | |
| ORTH2026.07 | 72.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.5 | 70.2 | |
| OWOBJ2026.07 | 69.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.5 | 72 | |
| CAT2026.07 | 67.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.9 | 67.4 | |
| PROB2026.07 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66 | 67.2 | |
| OW-DETR2021.12 | 65.7 | 61.8 | 69.1 | 67.8 | 45.8 | 47.3 | 78.3 | 78.4 | 78.6 | 36.2 | 71.5 | 57.5 | 75.3 | 76.2 | 77.4 | 79.5 | 40.1 | 66.8 | 66.3 | 75.6 | 64.1 | — | — | — | — | — | — | — | |
| OW-DETR2026.07 | 65.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.5 | 67.9 | |
| OREvariant=minus EBUI2021.12 | 64.5 | 63.5 | 70.9 | 58.9 | 42.9 | 34.1 | 76.2 | 80.7 | 76.3 | 34.1 | 66.1 | 56.1 | 70.4 | 80.2 | 72.3 | 81.8 | 42.7 | 71.6 | 68.1 | 77 | 67.7 | — | — | — | — | — | — | — | |
| ORE2026.07 | 64.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.4 | 68.8 | |
| ILOD2021.12 | 63.2 | 69.9 | 70.4 | 69.4 | 54.3 | 48 | 68.7 | 78.9 | 68.4 | 45.5 | 58.1 | 59.7 | 72.7 | 73.5 | 73.2 | 66.3 | 29.5 | 63.4 | 61.6 | 69.3 | 62.2 | — | — | — | — | — | — | — | |
| ILOD2026.07 | 63.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.2 | 63.1 | |
| Faster ILOD2021.12 | 62.1 | 72.8 | 75.7 | 71.2 | 60.5 | 61.7 | 70.4 | 83.3 | 76.6 | 53.1 | 72.3 | 36.7 | 70.9 | 66.8 | 67.6 | 66.1 | 24.7 | 63.1 | 48.1 | 57.1 | 43.6 | — | — | — | — | — | — | — | |
| OREvariant=minus (CC + EBUI)2021.12 | 59.4 | 53.3 | 69.2 | 62.4 | 51.8 | 52.9 | 73.6 | 83.7 | 71.7 | 42.8 | 66.8 | 46.8 | 59.9 | 65.5 | 66.1 | 68.6 | 29.8 | 55.1 | 51.6 | 65.3 | 51.5 | — | — | — | — | — | — | — | |
| ABR2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.2 | 72.8 | 72 | — | — | |
| BPF2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.7 | 74 | 72.9 | — | — | |
| Faster ILOD2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.8 | 54.5 | 64.2 | — | — | |
| Fine-tuneMemory (KB)=02026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.2 | 42.5 | — | — | — | — | — | |
| iCaRL (64KB)Memory (KB)=642026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.8 | 32.1 | — | — | — | — | — | |
| ILOD2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.2 | 63.2 | 63.2 | — | — | |
| LRDMemory (KB)=642026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 16.9 | 0 | — | — | — | — | — | |
| LwFMemory (KB)=02026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 11.4 | 28.3 | — | — | — | — | — | |
| MD-DETR2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.1 | 77.5 | 73.2 | — | — | |
| NSGP-RePRE2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.3 | 72.7 | 74 | — | — | |
| ORE-EBUI2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.4 | 68.8 | 64.7 | — | — | |
| OW-DETR2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.5 | 67.9 | 65.7 | — | — | |
| PDP2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.3 | 79.4 | 78.7 | — | — | |
| PROB2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66 | 67.2 | 66.5 | — | — | |
| RGR2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.4 | 76.3 | 75.8 | — | — |