Perceptual Hallucination Mitigation on POPE Popular
89.7Accuracy+Ours (IVE)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| +Ours (IVE)Model=Qwen2.5-VL-Instruct [2]2026.04 | 89.7 | 89.75 | 5.97 | 5.92 | |
| +Ours (IVE)Model=LLaVA-1.5 [30]2026.04 | 86.9 | 87.01 | 5.02 | 6.95 | |
| +Ours (IVE)Model=InstructBLIP [8]2026.04 | 84.73 | 85.45 | 6.51 | 7.09 | |
| VanillaModel=Qwen2.5-VL-Instruct [2]2026.04 | 83.73 | 83.83 | 0 | 0 | |
| VanillaModel=LLaVA-1.5 [30]2026.04 | 81.88 | 80.06 | 0 | 0 | |
| VanillaModel=InstructBLIP [8]2026.04 | 78.22 | 78.36 | 0 | 0 |