Few-Shot Object Detection on ODinW-13 (0-10 Shot)
59.9mAP (0-shot)SAM3
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAM3Backbone=PE-L+ [1], Ckpt avail.=Yes2026.03 | 59.9 | 63 | 67.3 | 69.1 | 71.6 | |
| Grounding DINO 1.5 ProBackbone=EVA02-L [9], Ckpt avail.=Yes2026.03 | 58.7 | 62.4 | 66.3 | 66.9 | 67.9 | |
| GLIPv2-HBackbone=Swin-H [32]2026.03 | 55.5 | 61.7 | 64.1 | 64.4 | 65.9 | |
| HED (MMGDINO-L)Backbone=Swin-L [32], Ckpt avail.=Yes2026.03 | 55.3 | 63.1 | 65.8 | 67.6 | 68.6 | |
| MQ-GLIP-LBackbone=Swin-L [32], Ckpt avail.=Yes2026.03 | 54.1 | 62.4 | 64.2 | 65.4 | 66.6 | |
| GLEE-ProBackbone=EVA02-L [9]2026.03 | 53.4 | 59.4 | 61.7 | 64.3 | 65.6 |