Video object referring question answering on VideRefer-Bench-Q
75.8SQUFVideo
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UFVideoSize=7B, Mode=M2025.12 | 75.8 | 83.8 | 64.7 | 91.6 | 82.5 | 77.9 | |
| UniPixelSize=7B, Mode=M2025.12 | 74.7 | 79.5 | 64.4 | 90.8 | 81.5 | 76.3 | |
| GPT-4oMode=S2025.12 | 74.5 | 62.3 | 66 | 88 | 73.7 | 71.3 | |
| UFVideoSize=7B, Mode=S2025.12 | 73.3 | 80.9 | 62.7 | 86.7 | 78.9 | 74.9 | |
| UniPixelSize=7B, Mode=S2025.12 | 73.2 | 71.7 | 64.6 | 90.1 | 79.6 | 73.8 | |
| RGA3Size=7B, Mode=S2025.12 | 71.9 | 77.4 | 61.1 | 88.8 | 81.6 | 74 | |
| VideoReferSize=7B, Mode=M2025.12 | 70.6 | — | 60.5 | — | — | 72.1 | |
| Qwen2-VLSize=7B, Mode=S2025.12 | 69.6 | 62 | 54.9 | 87.3 | 74.6 | 66 | |
| VideoReferSize=7B, Mode=S2025.12 | 68.6 | 75.4 | 59.3 | 89.4 | 78.1 | 71.9 | |
| GPT-4o-miniMode=S2025.12 | 67.1 | 57.6 | 56.5 | 85.9 | 75.4 | 65.8 | |
| InternVL2Size=26B, Mode=S2025.12 | 63.5 | 58.5 | 53.4 | 88 | 78.9 | 65 | |
| LLaVA-OVSize=7B, Mode=S2025.12 | 62.9 | 58.7 | 64.7 | 87.4 | 76.3 | 67.4 | |
| OspreySize=7B, Mode=S2025.12 | 47.1 | 45.9 | 30 | 48.6 | 23.7 | 39.9 | |
| FerretSize=7B, Mode=S2025.12 | 44.7 | 35.2 | 41.9 | 70.4 | 74.6 | 48.8 |