Perceptual Hallucination Mitigation on POPE Adversarial
88.17Accuracy+Ours (IVE)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| +Ours (IVE)Model=Qwen2.5-VL-Instruct [2]2026.04 | 88.17 | 88.23 | 6.3 | 6.25 | |
| VanillaModel=Qwen2.5-VL-Instruct [2]2026.04 | 81.87 | 81.98 | 0 | 0 | |
| +Ours (IVE)Model=LLaVA-1.5 [30]2026.04 | 80.53 | 82.17 | 4.06 | 5.56 | |
| +Ours (IVE)Model=InstructBLIP [8]2026.04 | 80.5 | 81.7 | 6.13 | 7.19 | |
| VanillaModel=LLaVA-1.5 [30]2026.04 | 76.47 | 76.61 | 0 | 0 | |
| VanillaModel=InstructBLIP [8]2026.04 | 74.37 | 74.51 | 0 | 0 |