| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CD-FSOD | ETS | ArTaxOr Score281 | 152 | 4d ago | |
| Pascal VOC | DeFRCN+Meta-ScaledDynamic+Aug | mAP61.8 | 65 | 4d ago | |
| MS COCO Novel Classes | imTED | mAP30.2 | 37 | 4d ago | |
| MS-COCO 30-shot (novel classes) | FSOD-VFM | nAP (Novel)45.8 | 34 | 4d ago | |
| MS-COCO 10-shot (novel classes) | FSOD-VFM | nAP44 | 34 | 4d ago | |
| COCO 2014 (novel) | DE-ViT | nAP34 | 31 | 4d ago | |
| MS-COCO | LVC-PL | mAP24.5 | 26 | 4d ago | |
| MS-COCO 20 novel classes | FSDetView w/cos | AP (IoU 0.5:0.95)16.4 | 19 | 4d ago | |
| COCO FSOD 10-shot Standard | CD-ViTO | nAP35.3 | 17 | 4d ago | |
| Pascal VOC (Novel Split 1) | Training-free | AP5079.1 | 16 | 4d ago | |
| COCO novel categories | TFA w/ cos | Novel AP13.7 | 14 | 3d ago | |
| Pascal VOC (Novel Split 3) | Training-free | AP5072.6 | 11 | 4d ago | |
| COCO novel categories 2014 2017 (val) | FSCE | novel AP16.4 | 5 | 4d ago | |
| COCO 5-shot | MFDC+CECE(M) | nmAP17.2 | 4 | 4d ago | |
| COCO 1-shot | MFDC+CECE(M) | nmAP11.5 | 4 | 4d ago | |
| Pascal VOC (Novel Split 2) | Training-free | AP5078.2 | 4 | 4d ago |
