Incremental Object Detection on PASCAL VOC 2007 (15+5 setting)
81.2mAP (Old Classes)REAL-OW
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| REAL-OWBackbone=PVT, Framework=Deformable DETR2026.07 | 81.2 | 68.1 | 75.9 | |
| ORTH2026.07 | 78.3 | 71.8 | 74.7 | |
| FASDetector=D-DETR2026.06 | 77.2 | 64.7 | 74.1 | |
| DCADetector=D-DETR2026.06 | 76.5 | 55.3 | 71.2 | |
| OWOBJ2026.07 | 76.5 | 63.7 | 73.3 | |
| CAT2026.07 | 75.6 | 59.3 | 72.2 | |
| PROBDetector=D-DETR2026.06 | 73.5 | 60.8 | 70.1 | |
| PROB2026.07 | 73.2 | 60.8 | 70.1 | |
| MMADetector=Faster R-CNN2026.06 | 73 | 60.5 | 69.9 | |
| ABRDetector=Faster R-CNN2026.06 | 73 | 65.1 | 71 | |
| OW-DETRDetector=D-DETR2026.06 | 72.2 | 59.8 | 69.1 | |
| OW-DETR2026.07 | 72.2 | 59.8 | 69.4 | |
| OREDetector=Faster R-CNN2026.06 | 71.8 | 58.7 | 68.5 | |
| ORE2026.07 | 71.8 | 58.7 | 68.5 | |
| ILOD-MetaDetector=Faster R-CNN2026.06 | 71.7 | 55.9 | 67.8 | |
| Faster ILODDetector=Faster R-CNN2026.06 | 71.6 | 56.9 | 67.9 | |
| DMDDetector=D-DETR2026.06 | 71.6 | 65.9 | 70.2 | |
| MVCDetector=Faster R-CNN2026.06 | 69.4 | 57.9 | 66.5 | |
| FASDetector=D-DETR2026.06 | 68.5 | 72.3 | 71.3 | |
| ILOD2026.07 | 68.3 | 58.4 | 65.8 | |
| MMADetector=Faster R-CNN2026.06 | 66.8 | 57.2 | 59.6 | |
| ABRDetector=Faster R-CNN2026.06 | 64.7 | 71 | 69.4 | |
| Faster ILODDetector=Faster R-CNN2026.06 | 62 | 37.1 | 43.3 |