Fine-grained Visual Question Answering on HRBench-8K
69.63Overall AccuracyFOCUS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FOCUSBackbone=LLaVA-OV-7B, Steps=8, Overrun=true2025.06 | 69.63 | 83.5 | 55.75 | 13.83 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=5, Number of crops=42025.06 | 69 | 86.75 | 51.25 | 36.75 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=6, Overrun=true2025.06 | 68.88 | 82.5 | 55.25 | 11.81 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=1, Overrun=true2025.06 | 68.75 | 81 | 56.5 | 7.35 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=4, Overrun=true2025.06 | 68.38 | 80.75 | 56 | 9.86 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=2, Overrun=true2025.06 | 67.63 | 79 | 56.25 | 8.06 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=2, Overrun=false2025.06 | 66.88 | 78 | 55.75 | 6.09 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=3, Overrun=true2025.06 | 66.88 | 78 | 55.75 | 8.93 | |
| FOCUSBackbone=LLaVA-OV-7B, Steps=1, Overrun=false2025.06 | 65.75 | 77 | 54.5 | 3.86 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=2, Number of crops=42025.06 | 65.63 | 81.75 | 49.5 | 22.31 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=1, Number of crops=42025.06 | 59.63 | 69 | 50.25 | 12.59 | |
| ZoomEyeBackbone=LLaVA-OV-7B, Depth=1, Number of crops=22025.06 | 59 | 66.5 | 51.5 | 9.02 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=5, Number of crops=42025.06 | 49 | 61.75 | 36.25 | 59.64 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=4, Overrun=true2025.06 | 45 | 50.25 | 39.75 | 10.1 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=6, Overrun=true2025.06 | 45 | 52 | 38 | 12.23 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=3, Overrun=true2025.06 | 44.13 | 48 | 40.25 | 9.07 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=8, Overrun=true2025.06 | 44.13 | 52.25 | 36 | 14.41 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=1, Overrun=true2025.06 | 42.38 | 48.5 | 36.25 | 5.08 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=2, Overrun=true2025.06 | 42.15 | 46.75 | 37.5 | 6.04 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=2, Number of crops=42025.06 | 42.13 | 49 | 35.25 | 39.15 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=1, Overrun=false2025.06 | 40.63 | 46 | 35.25 | 3.14 | |
| FOCUSBackbone=LLaVA-1.5-7B, Steps=2, Overrun=false2025.06 | 40.63 | 44.75 | 36.5 | 5.41 | |
| DC2Backbone=LLaVA-v.1.5-7B2025.06 | 39.5 | — | — | 77.02 | |
| ViCropBackbone=LLaVA-1.5-7B, Mode=rel-att-high2025.06 | 39.38 | 48 | 30.75 | 78.6 | |
| ViCropBackbone=LLaVA-1.5-7B, Mode=grad-att-high2025.06 | 38.38 | 44.25 | 32.5 | 39.8 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=1, Number of crops=22025.06 | 33.88 | 32.25 | 35.5 | 11.55 | |
| SEAL2025.06 | 33.5 | — | — | 16.96 | |
| ZoomEyeBackbone=LLaVA-1.5-7B, Depth=1, Number of crops=42025.06 | 32.88 | 32.75 | 33 | 18.18 |