Fine-grained Visual Question Answering on HRBench 4K
71.13Overall AccuracyFOCUS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FOCUSBackbone=LLaVA-OV-7B, Steps=8, Overrun=true2025.06 | 71.13 | 86.75 | 55.5 | 13.41 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=4, Overrun=true2025.06 | 70.75 | 85.75 | 55.75 | 9.32 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=6, Overrun=true2025.06 | 70.63 | 85.75 | 55.5 | 11.33 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=2, Overrun=false2025.06 | 70.38 | 84 | 56.75 | 6.07 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=2, Overrun=true2025.06 | 70.25 | 86.5 | 54 | 7.41 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=3, Overrun=true2025.06 | 70 | 85.75 | 54.25 | 8.34 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=1, Overrun=true2025.06 | 69.88 | 85.75 | 54 | 6.55 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=5, Number of crops=42025.06 | 69.38 | 84.5 | 54.25 | 29.19 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=1, Overrun=false2025.06 | 69 | 82.25 | 55.75 | 3.84 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=2, Number of crops=42025.06 | 66.13 | 80.25 | 52 | 20.42 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=1, Number of crops=42025.06 | 65.75 | 80.75 | 50.75 | 11.43 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=1, Number of crops=22025.06 | 61.38 | 70 | 52.75 | 9.46 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=8, Overrun=true2025.06 | 51.75 | 64 | 39.5 | 14.49 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=6, Overrun=true2025.06 | 50.63 | 62.25 | 39 | 12.31 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=5, Number of crops=42025.06 | 50 | 63.25 | 36.75 | 49.38 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=4, Overrun=true2025.06 | 49.25 | 59.75 | 38.75 | 10.14 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=2, Number of crops=42025.06 | 47.75 | 57.25 | 38.25 | 35.6 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=3, Overrun=true2025.06 | 47.13 | 56.5 | 37.75 | 9.09 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=2, Overrun=false2025.06 | 46.5 | 56 | 37 | 5.41 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=2, Overrun=true2025.06 | 45.88 | 55.75 | 36 | 5.95 | |
| ViCropBackbone=LLaVA-1.5-7B, Mode=grad-att-high2025.06 | 44.25 | 53.75 | 34.75 | 15.8 | |
| ViCropBackbone=LLaVA-1.5-7B, Mode=rel-att-high2025.06 | 42.5 | 51.5 | 33.5 | 30.59 | |
| DC2Backbone=LLaVA-v.1.5-7B2025.06 | 42.3 | — | — | 48.55 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=1, Overrun=true2025.06 | 42.25 | 51.5 | 33 | 4.99 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=1, Overrun=false2025.06 | 41.13 | 49.75 | 32.5 | 3.14 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=1, Number of crops=42025.06 | 39.13 | 44.75 | 33.5 | 17.46 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=1, Number of crops=22025.06 | 36.25 | 39.25 | 33.25 | 11.54 | |
| SEAL2025.06 | 34.5 | — | — | 18.05 |