Fine-grained Open-vocabulary Object Detection on FG-OVD 1.0 (test)
57.5Score (Hard)LaMI-DETR + GUIDED
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LaMI-DETR + GUIDEDStrategy=GUIDED2026.03 | 57.5 | 69.5 | 73.3 | 72.6 | 64.8 | 68.5 | 62 | 63.4 | 66.4 | |
| OWL-ViT + GUIDEDBackbone=L/14, Strategy=GUIDED2026.03 | 46.8 | 59.4 | 64.1 | 66.2 | 60.4 | 58.9 | 44.7 | 54.5 | 56.9 | |
| LaMI-DETR + FinetuneStrategy=Finetune2026.03 | 39.5 | 50.7 | 54.2 | 66 | 51.9 | 53.7 | 42.1 | 49.1 | 50.9 | |
| Grounding DINO + GUIDEDStrategy=GUIDED2026.03 | 35.1 | 49.3 | 52.8 | 57.1 | 49.7 | 57 | 26.4 | 39.6 | 45.9 | |
| LaMI-DETR + HA-FGOVD*Strategy=HA-FGOVD, Note=reproduction2026.03 | 33.5 | 45.9 | 47.5 | 63.8 | 52.7 | 42.6 | 36.9 | 50.1 | 46.6 | |
| OWL-ViT + HA-FGOVDBackbone=L/14, Strategy=HA-FGOVD2026.03 | 31.4 | 46 | 50.7 | 67.2 | 48.4 | 48.5 | 38 | 32.7 | 45.4 | |
| LaMI-DETR2026.03 | 29.2 | 40.6 | 42.9 | 63.5 | 49.5 | 39.2 | 34.6 | 46.2 | 43.2 | |
| OWL-ViTBackbone=L/142026.03 | 26.6 | 39.8 | 44.5 | 67 | 44 | 45 | 36.2 | 29.2 | 41.5 | |
| OWL-ViTBackbone=B/162026.03 | 26.2 | 39.8 | 38.4 | 53.9 | 45.3 | 37.3 | 26.6 | 34.1 | 37.7 | |
| OWLv2Backbone=L/142026.03 | 25.4 | 41.2 | 42.8 | 63.2 | 53.3 | 36.9 | 23.3 | 12.2 | 37.3 | |
| OWLv2Backbone=B/162026.03 | 25.3 | 38.5 | 40 | 52.9 | 45.1 | 33.5 | 19.2 | 28.5 | 35.4 | |
| ViLD2026.03 | 22.1 | 36.1 | 39.9 | 56.6 | 43.2 | 34.9 | 24.5 | 30.1 | 35.9 | |
| Grounding DINO + HA-FGOVDStrategy=HA-FGOVD2026.03 | 19.2 | 32.3 | 34 | 62.2 | 41.5 | 33 | 32.1 | 29.2 | 35.4 | |
| OV-DINO2026.03 | 18.6 | 28.4 | 25 | 54.3 | 35.6 | 30 | 21 | 24.2 | 29.6 | |
| Grounding DINO2026.03 | 17 | 28.4 | 31 | 62.5 | 41.4 | 30.3 | 31 | 26.2 | 33.5 | |
| CORA2026.03 | 13.8 | 20 | 20.4 | 35.1 | 25 | 19.3 | 22 | 27.9 | 22.9 | |
| Detic2026.03 | 11.5 | 18.6 | 18.6 | 69.7 | 21.5 | 38.8 | 30.1 | 24.6 | 29.3 |