Object Hallucination Assessment on CHAIR (test)
58.2CS (%)DoLa
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DoLaMode=high, Base Model=LLaVA-1.52025.04 | 58.2 | 16.9 | 79.4 | 96.35 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FuyuPrompt=Please describe this image in detail2025.08 | 57.3 | 18 | — | — | 17.7 | 60.3 | 17.1 | 60.7 | 24.7 | 61.3 | 17.7 | 55 | 19.8 | 57.7 | 10.8 | 48.7 | |
| VCDBase Model=LLaVA-1.52025.04 | 55.2 | 16.8 | 75.4 | 92.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Beam searchBeam size=3, Base Model=LLaVA-1.52025.04 | 51.2 | 13.9 | 78.2 | 91.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Beam searchBeam size=5, Base Model=LLaVA-1.52025.04 | 49.6 | 13.8 | 76.7 | 93.01 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DoLaMode=low, Base Model=LLaVA-1.52025.04 | 47.2 | 13.6 | 77.8 | 88.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OPERABase Model=LLaVA-1.52025.04 | 47.2 | 13.5 | 78.3 | 87.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AGLABase Model=LLaVA-1.52025.04 | 46.6 | 13.4 | 78.5 | 91.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GreedyDecoding=Greedy, Base Model=LLaVA-1.52025.04 | 45.4 | 13.4 | 77.5 | 89.09 | — | — | — | — | — | — | — | — | — | — | — | — | |
| mPLUG-Owl2Prompt=Please describe this image in detail2025.08 | 37.2 | 12.4 | — | — | 13.5 | 40.7 | 11.6 | 37 | 17.2 | 44.7 | 13.9 | 38.7 | 10.4 | 35 | 7.9 | 27.3 | |
| LLaVA-1.5Prompt=Please describe this image in detail2025.08 | 35.3 | 10.3 | — | — | 12 | 43.3 | 9.1 | 31.7 | 11.4 | 37.7 | 11.2 | 34.7 | 11.4 | 37.7 | 6.8 | 26.7 | |
| InstructBLIPPrompt=Please describe this image in detail2025.08 | 35.2 | 10.1 | — | — | 13.7 | 45 | 9.4 | 36.7 | 12 | 37.3 | 8.9 | 31.7 | 10.2 | 35.7 | 6.6 | 25 | |
| LLaVA-1.5-13bPrompt=Please describe this image in detail2025.08 | 33.9 | 9.8 | — | — | 10.7 | 38.7 | 10.3 | 35 | 11 | 37.3 | 9.6 | 33.3 | 10 | 31.7 | 7.4 | 27.3 | |
| MiniGPT-4Prompt=Please describe this image in detail2025.08 | 33.9 | 10.6 | — | — | 12 | 38.7 | 9.8 | 33 | 11.3 | 34.7 | 10.6 | 32.7 | 11.3 | 33.3 | 8.8 | 31 | |
| Qwen-VLPrompt=Please describe this image in detail2025.08 | 33 | 10.3 | — | — | 13.2 | 42.7 | 8.3 | 30.3 | 14.8 | 39.3 | 10.2 | 30.7 | 10.2 | 35 | 5 | 19.7 | |
| TARACalpha=0.3, beta=0.9, Base Model=LLaVA-1.52025.04 | 30 | 8.1 | 72 | 83.24 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Idefics2-8bPrompt=Please describe this image in detail2025.08 | 24.9 | 9.2 | — | — | 9.5 | 23.7 | 8.6 | 23.3 | 9.9 | 24.7 | 11.4 | 31.7 | 9.2 | 26 | 6.5 | 20 | |
| Phi3VPrompt=Please describe this image in detail2025.08 | 24.7 | 9.8 | — | — | 11.3 | 27.3 | 9.8 | 25.7 | 11.3 | 20.7 | 9.6 | 26.7 | 9.8 | 25.7 | 6.8 | 22.3 | |
| LLaVA-v1.6-mistral-7bPrompt=Please describe this image in detail2025.08 | 23.9 | 9.4 | — | — | 10.9 | 25.7 | 8.8 | 22 | 9.9 | 24 | 10.4 | 26.7 | 10.1 | 25.7 | 6 | 19.3 | |
| TinyllavaPrompt=Please describe this image in detail2025.08 | 23.6 | 9.5 | — | — | 13.6 | 34 | 8.1 | 20.3 | 9.3 | 22 | 10.4 | 24 | 9.2 | 22.3 | 6.5 | 19 | |
| GPT4oPrompt=Please describe this image in detail2025.08 | 21.3 | 7.1 | — | — | 10.3 | 29 | 7.5 | 23 | 7.9 | 21.3 | 6.7 | 20 | 5.6 | 17.7 | 4.7 | 16.7 | |
| Gemini-1.5-PROPrompt=Please describe this image in detail2025.08 | 18.2 | 9.8 | — | — | 13.5 | 25.3 | 7.9 | 14.3 | 13.1 | 18.7 | 11.3 | 19.3 | 7 | 13.3 | 6.2 | 18.3 |