Visual Question Answering on A-OKVQA POPE (Popular)
89.77AccuracyMESA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MESAModel=Qwen-VL2026.04 | 89.77 | 93.07 | 85.93 | 89.36 | |
| ICTModel=Qwen-VL2026.04 | 88.13 | 92.81 | 85 | 88.74 | |
| VCDModel=Qwen-VL2026.04 | 87.85 | 88.1 | 87.53 | 87.81 | |
| VanillaModel=Qwen-VL2026.04 | 87.36 | 91.06 | 82.86 | 86.77 | |
| VTIModel=Qwen-VL2026.04 | 87.23 | 91.46 | 82.13 | 86.55 | |
| VAFModel=Qwen-VL2026.04 | 87.03 | 94.7 | 79.73 | 86.56 | |
| NullModel=Qwen-VL2026.04 | 87.03 | 90.45 | 82.8 | 86.46 | |
| MESAModel=LLaVA-v1.52026.04 | 84.8 | 84.16 | 85.73 | 84.94 | |
| ICTModel=LLaVA-v1.52026.04 | 84.62 | 85.13 | 84.4 | 84.76 | |
| VAFModel=LLaVA-v1.52026.04 | 84.06 | 83.48 | 84.93 | 84.2 | |
| VTIModel=LLaVA-v1.52026.04 | 83.33 | 82.47 | 84.67 | 83.55 | |
| ICDModel=Qwen-VL2026.04 | 82.3 | 96.36 | 67.13 | 79.14 | |
| VCDModel=LLaVA-v1.52026.04 | 81.85 | 78.6 | 87.53 | 82.82 | |
| ICDModel=LLaVA-v1.52026.04 | 81.53 | 81.87 | 81 | 81.43 | |
| NullModel=LLaVA-v1.52026.04 | 81.16 | 77 | 88.86 | 82.51 | |
| VanillaModel=LLaVA-v1.52026.04 | 78.1 | 71.71 | 92.8 | 80.9 |