Object Hallucination Evaluation on COCO
56.2CHAIR Score (Scene)M3ID
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| M3IDModel=LLaVA-v1.52025.05 | 56.2 | 17 | 79.3 | 97.1 | |
| samplingModel=LLaVA-v1.52025.05 | 52.8 | 15.9 | 77.3 | 93.4 | |
| VCDModel=LLaVA-v1.52025.05 | 51 | 14.9 | 77.2 | 101.9 | |
| AvisCModel=LLaVA-v1.52025.05 | 44 | 13.7 | 72.9 | 89.8 | |
| MoDModel=LLaVA-v1.52025.05 | 42.6 | 12.4 | 78.9 | 97.6 | |
| AvisCModel=LLaVA-NEXT2025.05 | 40.4 | 12.4 | 60 | 183.8 | |
| VCDModel=LLaVA-NEXT2025.05 | 40.2 | 10.7 | 62.1 | 171.2 | |
| samplingModel=LLaVA-NEXT2025.05 | 35.8 | 12 | 59.5 | 179 | |
| M3IDModel=LLaVA-NEXT2025.05 | 35.2 | 10.3 | 61.4 | 152.7 | |
| MoDModel=LLaVA-NEXT2025.05 | 33.6 | 9.6 | 61.4 | 174.9 | |
| samplingModel=Qwen-VL2025.05 | 2.8 | 3 | 31 | 5.3 | |
| M3IDModel=Qwen-VL2025.05 | 1.7 | 1.3 | 31.8 | 3.4 | |
| AvisCModel=Qwen-VL2025.05 | 1.6 | 1.6 | 32 | 4.4 | |
| VCDModel=Qwen-VL2025.05 | 1.4 | 1.2 | 30.8 | 4 | |
| MoDModel=Qwen-VL2025.05 | 0.8 | 1 | 32.1 | 3.8 |