Fine-grained Understanding on FG-OVD
55.5Top-1 Accuracy (Hard)FG-CLIP 2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FG-CLIP 2Backbone=ViT-L/162025.10 | 55.5 | 77.5 | 83.1 | 92.5 | |
| FG-CLIP 2Backbone=ViT-So/162025.10 | 54 | 77.4 | 79.8 | 93.5 | |
| FG-CLIP 2Backbone=ViT-B/162025.10 | 52.3 | 76.3 | 80.3 | 92 | |
| FG-CLIPBackbone=ViT-L/142025.10 | 48.4 | 69.5 | 71.2 | 89.7 | |
| FG-CLIPBackbone=ViT-B/162025.10 | 46.1 | 66.6 | 68.7 | 83.4 | |
| FineCLIPBackbone=ViT-B/162025.10 | 26.8 | 49.8 | 50.4 | 71.9 | |
| SigLIP 2Backbone=ViT-So/162025.10 | 26 | 48.7 | 49.9 | 87.4 | |
| SigLIP 2Backbone=ViT-B/162025.10 | 24.9 | 46.5 | 48.7 | 85 | |
| SigLIP 2Backbone=ViT-L/162025.10 | 24.1 | 47.1 | 47.4 | 84.1 | |
| FineCLIPBackbone=ViT-L/142025.10 | 22.8 | 46 | 46 | 73.6 | |
| EVA-CLIPBackbone=ViT-L/142025.10 | 18.3 | 38.4 | 35.2 | 62.7 | |
| Meta CLIP 2Backbone=ViT-H/142025.10 | 16.5 | 36.6 | 34.7 | 79.6 | |
| CLIPBackbone=ViT-L/142025.10 | 15.4 | 25.3 | 25.7 | 38.8 | |
| EVA-CLIPBackbone=ViT-B/162025.10 | 14 | 30.1 | 29.4 | 58.3 | |
| CLIPBackbone=ViT-B/162025.10 | 12 | 23.1 | 22.2 | 58.5 | |
| Long-CLIPBackbone=ViT-L/142025.10 | 9.6 | 19.7 | 16 | 39.8 | |
| Long-CLIPBackbone=ViT-B/162025.10 | 9.2 | 18.4 | 16.2 | 51.8 |