Viewpoint Retrieval on Objaverse-XL 10k-instance (test)
75NDCG@1RAVA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RAVATask-specific fine-tuning=false2026.06 | 75 | 79.7 | 82.2 | 85.9 | 0.832 | 0.71 | |
| Qwen3-VLTask-specific fine-tuning=true2026.06 | 68.6 | 74.3 | 78.2 | 80.7 | 0.781 | 0.626 | |
| DINOv3Task-specific fine-tuning=true2026.06 | 67.8 | 73.2 | 76 | 80.6 | 0.773 | 0.588 | |
| CLIPTask-specific fine-tuning=true2026.06 | 49.8 | 55.5 | 59.3 | 66.4 | 0.634 | 0.285 | |
| VGGTTask-specific fine-tuning=true2026.06 | 40.4 | 46.3 | 50.6 | 59.4 | 0.565 | 0.121 | |
| VGGTTask-specific fine-tuning=false2026.06 | 35.9 | 42.6 | 47.1 | 55.8 | 0.525 | 0.049 | |
| RandomTask-specific fine-tuning=false2026.06 | 34.5 | 39.7 | 43.5 | 52.4 | 0.5 | 0 | |
| DINOv3Task-specific fine-tuning=false2026.06 | 33.5 | 40.5 | 45.2 | 54.3 | 0.513 | 0.022 | |
| CLIPTask-specific fine-tuning=false2026.06 | 33.4 | 40.2 | 44.8 | 53.9 | 0.511 | 0.023 | |
| Qwen3-VLTask-specific fine-tuning=false2026.06 | 32.9 | 39.6 | 44.2 | 53.3 | 0.505 | 0.011 |