Fine-grained Perception on HR-Bench 8K (FSP, FCP, Avg)
79.5Average ScoreBVS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BVSModel=Qwen3-VL-4B2026.07 | 79.5 | 93.8 | 65.3 | |
| BVSModel=Qwen3-VL-8B2026.07 | 79.5 | 95.8 | 63.3 | |
| BVS-Qwen3VL-8BParameters=8B, Backbone=Qwen3-VL2026.07 | 79.5 | 95.8 | 63.3 | |
| Qwen3-VL-8B-w toolParameters=8B, Tool use=true2026.07 | 78 | — | — | |
| ZoomEyeModel=Qwen3-VL-4B2026.07 | 77.1 | 89.8 | 64.3 | |
| ZoomEyeModel=Qwen3-VL-8B2026.07 | 75.5 | 88.5 | 62.5 | |
| ActiveScopeModel=Qwen3VL 4B2026.06 | 74.75 | 89.5 | 60.5 | |
| w/o reasoningModel=Qwen3-VL-4B2026.07 | 74.6 | 85.3 | 64 | |
| BVSModel=InternVL3.5-8B2026.07 | 74.6 | 90.8 | 58.5 | |
| ViCropModel=Qwen3-VL-4B2026.07 | 74.1 | 85.3 | 62.8 | |
| ViCropModel=Qwen3-VL-8B2026.07 | 74 | 86.5 | 61.5 | |
| ZoomEyeModel=Qwen3VL 4B2026.06 | 73.5 | 88 | 59 | |
| Mini-o3-7BParameters=7B2026.07 | 73.3 | — | — | |
| TreeVGR-7BParameters=7B2026.07 | 73.1 | 86.5 | 59.8 | |
| w/o reasoningModel=Qwen3-VL-8B2026.07 | 72.8 | 85.5 | 60.1 | |
| DeepEyes-7BParameters=7B2026.07 | 72.6 | 86.8 | 58.5 | |
| RAPModel=Qwen3-VL-8B2026.07 | 72.5 | 86.5 | 58.5 | |
| Thyme-7BParameters=7B2026.07 | 72 | 86.5 | 57.5 | |
| RegularModel=Qwen3VL 4B2026.06 | 71.75 | 83.5 | 60 | |
| RAPModel=Qwen3-VL-4B2026.07 | 71.4 | 86.3 | 56.5 | |
| ViCropModel=InternVL3.5-8B2026.07 | 69.2 | 84 | 54.3 | |
| ViCropModel=Qwen3VL 4B2026.06 | 68.88 | 79.75 | 58 | |
| ActiveScopeModel=InternVL2.5 4B2026.06 | 67.63 | 82 | 53.25 | |
| ZoomEyeModel=InternVL3.5-8B2026.07 | 67 | 78.5 | 55.5 | |
| BVSModel=InternVL3.5-4B2026.07 | 66.9 | 85 | 48.8 | |
| RAPModel=InternVL3.5-8B2026.07 | 66.1 | 76.8 | 55.3 | |
| ZoomEyeModel=InternVL2.5 4B2026.06 | 64.5 | 78.5 | — | |
| ViCropModel=InternVL3.5-4B2026.07 | 61.4 | 78 | 44.8 | |
| ZoomEyeModel=InternVL3.5-4B2026.07 | 61 | 77.5 | 44.5 | |
| RAPModel=InternVL3.5-4B2026.07 | 60.4 | 77 | 43.8 | |
| w/o reasoningModel=InternVL3.5-8B2026.07 | 57 | 60.3 | 53.8 | |
| RegularModel=InternVL2.5 4B2026.06 | 56.25 | 63 | 49.5 | |
| RegularModel=GPT4o2026.06 | 55.5 | 62 | 49 | |
| ICoTModel=Qwen3VL 4B2026.06 | 55 | 66 | 44 | |
| ViCropModel=InternVL2.5 4B2026.06 | 52.63 | 60.75 | 44.5 | |
| RegularModel=Qwen-VL-max2026.06 | 52.5 | 54 | 51 | |
| ICoTModel=InternVL2.5 4B2026.06 | 50.5 | 53 | 48 | |
| w/o reasoningModel=InternVL3.5-4B2026.07 | 45.5 | 51 | 40 |