Multi-modal Hallucination Evaluation on MMHal-Bench
1.83Attribute Failure ScorePAI
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PAIModel=LLaVA-1.5-7B2026.06 | 1.83 | 0.75 | 2.33 | 2 | 1.92 | 2.17 | 1.25 | 2.42 | 1.83 | |
| VCDModel=LLaVA-1.5-7B2026.06 | 1.83 | 0.83 | 1.83 | 1.17 | 1.67 | 4.17 | 1.58 | 2.25 | 1.92 | |
| GreedyModel=LLaVA-1.5-7B2026.06 | 2.25 | 1.33 | 2.92 | 1.75 | 1.92 | 3.25 | 1.58 | 1.42 | 2.05 | |
| FADEModel=LLaVA-1.5-7B2026.06 | 2.42 | 1.25 | 2.83 | 1.75 | 2.08 | 3.25 | 1.42 | 1.75 | 2.09 | |
| DAMOModel=LLaVA-1.5-7B2026.06 | 2.58 | 1.33 | 3 | 1.75 | 1.92 | 3.42 | 1.17 | 1.42 | 2.07 |