Fine-grained Visual Question Answering on V*Bench
92.15Overall AccuracyFOCUS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FOCUSBackbone=LLaVA-OV-7B, Steps=4, Overrun=true2025.06 | 92.15 | 93.91 | 89.47 | 7.63 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=6, Overrun=true2025.06 | 92.15 | 93.91 | 89.47 | 10.22 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=2, Overrun=true2025.06 | 91.62 | 93.93 | 88.15 | 5.16 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=3, Overrun=true2025.06 | 91.62 | 93.91 | 88.15 | 6.37 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=8, Overrun=true2025.06 | 91.62 | 93.04 | 89.47 | 12.84 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=5, Number of crops=42025.06 | 91.1 | 93.91 | 86.84 | 23.98 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=1, Overrun=true2025.06 | 90.57 | 93.04 | 86.84 | 4.05 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=2, Number of crops=42025.06 | 90.05 | 93.04 | 85.53 | 21.08 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=2, Overrun=false2025.06 | 89.01 | 92.17 | 84.21 | 4.23 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=1, Overrun=false2025.06 | 83.24 | 87.82 | 76.31 | 1.47 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=1, Number of crops=42025.06 | 81.15 | 81.74 | 80.26 | 13.34 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=5, Number of crops=42025.06 | 77.48 | 80.87 | 72.37 | 48.63 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=1, Number of crops=22025.06 | 75.92 | 77.39 | 73.68 | 10.52 | |
| SEAL2025.06 | 73.68 | — | — | 25.53 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=8, Overrun=true2025.06 | 72.77 | 72.17 | 73.68 | 13.28 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=2, Number of crops=42025.06 | 71.2 | 67.83 | 76.32 | 44.54 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=6, Overrun=true2025.06 | 70.68 | 70.43 | 71.05 | 10.71 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=4, Overrun=true2025.06 | 68.06 | 66.96 | 69.74 | 8.27 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=3, Overrun=true2025.06 | 67.01 | 66.09 | 68.42 | 6.79 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=2, Overrun=true2025.06 | 66.49 | 66.09 | 67.11 | 5.7 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=1, Overrun=true2025.06 | 64.4 | 63.48 | 65.79 | 4.86 | |
| ViCropBackbone=LLaVA-1.5-7B, Mode=rel-att-high2025.06 | 59.16 | 58.26 | 60.53 | 12.26 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=2, Overrun=false2025.06 | 57.07 | 53.91 | 61.84 | 4.25 | |
| DC2Backbone=LLaVA-v.1.5-7B2025.06 | 57 | — | — | 18.18 | |
| ViCropBackbone=LLaVA-1.5-7B, Mode=grad-att-high2025.06 | 54.97 | 53.04 | 57.9 | 6.63 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=1, Overrun=false2025.06 | 51.3 | 46.95 | 57.89 | 1.47 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=1, Number of crops=42025.06 | 50.78 | 41.74 | 64.47 | 20.37 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=1, Number of crops=22025.06 | 50.26 | 41.74 | 63.16 | 12.5 |