Perceptual Hallucination Mitigation on POPE Random
92.1Accuracy+Ours (IVE)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| +Ours (IVE)Model=Qwen2.5-VL-Instruct [2]2026.04 | 92.1 | 92.15 | 6.83 | 6.85 | |
| +Ours (IVE)Model=LLaVA-1.5 [30]2026.04 | 90.53 | 90.94 | 7.24 | 9.61 | |
| +Ours (IVE)Model=InstructBLIP [8]2026.04 | 90.2 | 90.16 | 9.49 | 9.75 | |
| +MemVRModel=LLaVA-1.5 [30]2026.04 | 88.83 | 88.89 | 5.54 | 7.56 | |
| +VASparseModel=LLaVA-1.5 [30]2026.04 | 88.57 | 88.63 | 5.28 | 7.3 | |
| +PAIModel=LLaVA-1.5 [30]2026.04 | 88.42 | 88.51 | 5.13 | 7.18 | |
| +OPERAModel=LLaVA-1.5 [30]2026.04 | 88.3 | 88.36 | 5.01 | 7.03 | |
| +DecoModel=LLaVA-1.5 [30]2026.04 | 88.13 | 88.2 | 4.84 | 6.87 | |
| +VCDModel=LLaVA-1.5 [30]2026.04 | 86.27 | 86.34 | 2.98 | 5.01 | |
| VanillaModel=Qwen2.5-VL-Instruct [2]2026.04 | 85.27 | 85.3 | 0 | 0 | |
| VanillaModel=LLaVA-1.5 [30]2026.04 | 83.29 | 81.33 | 0 | 0 | |
| VanillaModel=InstructBLIP [8]2026.04 | 80.71 | 80.41 | 0 | 0 |