Object Hallucination Assessment on COCO 500 images
74.4CHAIR Score (Scene)DoLa
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DoLaBase Model=LLaVA-1.52026.05 | 74.4 | 27.23 | 9.4 | |
| DoLaBase Model=InstructBLIP2026.05 | 73 | 33.54 | 38.3 | |
| OPERABase Model=LLaVA-1.52026.05 | 70.4 | 22.21 | 66.3 | |
| VCDBase Model=Shikra2026.05 | 64 | 19.49 | 0.2 | |
| CodeBase Model=Shikra2026.05 | 62.2 | 19.24 | 0.9 | |
| VanillaBase Model=Shikra2026.05 | 61 | 18.58 | 0.4 | |
| AttnRealBase Model=Shikra2026.05 | 60.4 | 17.34 | 1.1 | |
| OPERABase Model=InstructBLIP2026.05 | 59.6 | 20.29 | 0.2 | |
| VanillaBase Model=LLaVA-1.52026.05 | 57.6 | 17.79 | 1.7 | |
| VCDBase Model=LLaVA-1.52026.05 | 57.6 | 18.82 | 2 | |
| OPERABase Model=Shikra2026.05 | 57.4 | 21.37 | 17.7 | |
| VCDBase Model=InstructBLIP2026.05 | 54.8 | 17.44 | 4.8 | |
| DeCoBase Model=Shikra2026.05 | 54 | 16.06 | 0.6 | |
| DoLaBase Model=Qwen-VL2026.05 | 53.6 | 16.71 | 0.2 | |
| CodeBase Model=Qwen-VL2026.05 | 53.6 | 16.84 | 0.6 | |
| VanillaBase Model=InstructBLIP2026.05 | 52.6 | 16.83 | 4.4 | |
| CodeBase Model=InstructBLIP2026.05 | 52.2 | 17.41 | 3.6 | |
| OPERABase Model=Qwen-VL2026.05 | 52 | 21.62 | 0 | |
| CodeBase Model=LLaVA-1.52026.05 | 51.8 | 16.9 | 1.1 | |
| VCDBase Model=Qwen-VL2026.05 | 51 | 14.99 | 0.5 | |
| VanillaBase Model=Qwen-VL2026.05 | 50.8 | 15 | 0.6 | |
| DoLaBase Model=Shikra2026.05 | 50.6 | 16.78 | 285.7 | |
| PAIBase Model=Shikra2026.05 | 49.6 | 14.84 | 1.7 | |
| AttnRealBase Model=Qwen-VL2026.05 | 49 | 13.3 | 1.6 | |
| SSLBase Model=InstructBLIP2026.05 | 48 | 15.74 | 5.6 | |
| AttnRealBase Model=InstructBLIP2026.05 | 47.8 | 14.93 | 19.2 | |
| DeCoBase Model=LLaVA-1.52026.05 | 46.2 | 14.1 | 5 | |
| AttnRealBase Model=LLaVA-1.52026.05 | 45.4 | 13.97 | 8.4 | |
| DeCoBase Model=Qwen-VL2026.05 | 45.4 | 13.16 | 1.1 | |
| DeCoBase Model=InstructBLIP2026.05 | 45.4 | 14.49 | 9.8 | |
| SSLBase Model=LLaVA-1.52026.05 | 44.8 | 15.53 | 7.6 | |
| CASBase Model=Shikra2026.05 | 44 | 13.56 | 0.6 | |
| CASBase Model=Qwen-VL2026.05 | 38 | 12.19 | 1.4 | |
| PAIBase Model=LLaVA-1.52026.05 | 37.4 | 10.13 | 27.2 | |
| CASBase Model=InstructBLIP2026.05 | 36 | 13.01 | 3.8 | |
| CASBase Model=LLaVA-1.52026.05 | 35.8 | 12.21 | 0.8 |