Object Hallucination Evaluation on MSCOCO (test)
32.4CHAIRsGreedy
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GreedyBase Model=MiniGPT-4, Max token number=642026.04 | 32.4 | 12.2 | 14.57 | |
| DoLaBase Model=MiniGPT-4, Max token number=642026.04 | 31.9 | 12.15 | 14.54 | |
| OPERABase Model=MiniGPT-4, Max token number=642026.04 | 29.7 | 11.96 | 14.82 | |
| VCDBase Model=MiniGPT-4, Max token number=642026.04 | 29 | 12.64 | 14.42 | |
| LUREBase Model=MiniGPT-4, Max token number=642026.04 | 27.88 | 10.2 | 15.03 | |
| HALCBase Model=MiniGPT-4, Max token number=642026.04 | 25.2 | 9.42 | 14.91 | |
| GreedyBase Model=mPLUG-Owl2, Max token number=642026.04 | 22.9 | 8.62 | 15.01 | |
| VCDBase Model=mPLUG-Owl2, Max token number=642026.04 | 22.8 | 8.68 | 15.14 | |
| DoLaBase Model=mPLUG-Owl2, Max token number=642026.04 | 22.4 | 8.36 | 15.13 | |
| NulluBase Model=MiniGPT-4, Max token number=642026.04 | 21.4 | 8.99 | 14.81 | |
| LUREBase Model=mPLUG-Owl2, Max token number=642026.04 | 21.27 | 7.67 | 15.65 | |
| QWen2-VL-8B-InstructBase Model=QWen2-VL-8B-Instruct2026.02 | 20.8 | 5.36 | 11.16 | |
| GreedyBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 20.4 | 7.08 | 15.72 | |
| VCDBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 20.3 | 7.28 | 14.53 | |
| DoLaBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 20.2 | 6.75 | 15.68 | |
| OPERABase Model=mPLUG-Owl2, Max token number=642026.04 | 20.07 | 7.18 | 15.41 | |
| LUREBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 19.48 | 6.5 | 15.97 | |
| MPDBase Model=MiniGPT-4, Max token number=642026.04 | 19.4 | 7.5 | 14.98 | |
| HALCBase Model=mPLUG-Owl2, Max token number=642026.04 | 18.8 | 7 | 15.33 | |
| OPERABase Model=LLaVA-1.5-7B, Max token number=642026.04 | 17.5 | 6.07 | 16.02 | |
| HIMEBase Model=QWen2-VL-8B-Instruct2026.02 | 17.2 | 4.43 | 11.3 | |
| HALCBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 16.9 | 5.72 | 16.02 | |
| NulluBase Model=mPLUG-Owl2, Max token number=642026.04 | 15.6 | 5.77 | 15.45 | |
| NulluBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 15.2 | 5.3 | 15.69 | |
| MPDBase Model=mPLUG-Owl2, Max token number=642026.04 | 14 | 4.99 | 16.06 | |
| MPDBase Model=LLaVA-1.5-7B, Max token number=642026.04 | 12.8 | 4.2 | 15.31 | |
| QWen3-VL-8B-InstructBase Model=QWen3-VL-8B-Instruct2026.02 | 8.4 | 4.62 | 9.81 | |
| HIMEBase Model=QWen3-VL-8B-Instruct2026.02 | 6 | 3.44 | 8.89 |