Object Hallucination Evaluation on MSCOCO Popular
89.2AccuracyHDD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HDDModel=LLaVA-NeXT2025.12 | 89.2 | 89 | |
| CAIBackbone=Qwen-VL2026.06 | 88.3 | 87.7 | |
| SIDModel=LLaVA-NeXT2025.12 | 88.2 | 87.5 | |
| HDDModel=LLaVA-1.52025.12 | 88 | 88 | |
| VCDModel=LLaVA-NeXT2025.12 | 87.7 | 87.6 | |
| VCDBackbone=Qwen-VL2026.06 | 87.57 | 87.02 | |
| VCDModel=LLaVA-1.52025.12 | 87.3 | 87.1 | |
| ONLYBackbone=Qwen-VL2026.06 | 87.23 | 86.31 | |
| SIDModel=LLaVA-1.52025.12 | 87.1 | 87.2 | |
| HDDModel=InstructBLIP2025.12 | 87 | 86.8 | |
| CAIBackbone=LLaVA-1.52026.06 | 86.03 | 85.53 | |
| SIDModel=InstructBLIP2025.12 | 85.1 | 85.4 | |
| PAIBackbone=Qwen-VL2026.06 | 85.1 | 83.09 | |
| ONLYBackbone=LLaVA-1.52026.06 | 85 | 85.23 | |
| GreedyModel=InstructBLIP2025.12 | 84.7 | 84.2 | |
| VCDModel=InstructBLIP2025.12 | 84.3 | 83.8 | |
| CAIBackbone=InstructBLIP2026.06 | 84.3 | 83.65 | |
| RegularBackbone=Qwen-VL2026.06 | 84.13 | 81.97 | |
| GreedyModel=LLaVA-NeXT2025.12 | 84.1 | 81.7 | |
| PAIBackbone=LLaVA-1.52026.06 | 82.77 | 83.6 | |
| GreedyModel=LLaVA-1.52025.12 | 82.7 | 83.3 | |
| VCDBackbone=LLaVA-1.52026.06 | 81.93 | 83.36 | |
| RegularBackbone=LLaVA-1.52026.06 | 81.2 | 82.22 | |
| VCDBackbone=InstructBLIP2026.06 | 80.97 | 81.15 | |
| ONLYBackbone=InstructBLIP2026.06 | 77.87 | 79.93 | |
| PAIBackbone=InstructBLIP2026.06 | 77.13 | 79.14 | |
| RegularBackbone=InstructBLIP2026.06 | 75.77 | 77.69 |