Object Hallucination Detection on Objects365
77.44AUROCInsLen
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InsLenModel=Qwen3-VL-8B2026.05 | 77.44 | 80.12 | |
| InsLenModel=LLaVA-1.5-7B2026.05 | 76.32 | 78.49 | |
| InsLenModel=InstructBLIP-7B2026.05 | 76.18 | 83.7 | |
| InsLenModel=LLaVA-OneVision1.5-8B2026.05 | 72.66 | 81.73 | |
| InsLenModel=mPLUG-Owl3-8B2026.05 | 72.43 | 79.9 | |
| GLSIMModel=LLaVA-1.5-7B2026.05 | 72.16 | 76.04 | |
| Internal Conf.Model=InstructBLIP-7B2026.05 | 71.46 | 79.35 | |
| SVARModel=Qwen3-VL-8B2026.05 | 70.84 | 78.63 | |
| Internal Conf.Model=LLaVA-1.5-7B2026.05 | 70.45 | 76.78 | |
| SVARModel=InstructBLIP-7B2026.05 | 69.71 | 80.14 | |
| GLSIMModel=Qwen3-VL-8B2026.05 | 69.33 | 72.61 | |
| EASYModel=Qwen3-VL-8B2026.05 | 68.3 | 74.56 | |
| GLSIMModel=InstructBLIP-7B2026.05 | 68.19 | 75.55 | |
| SVARModel=LLaVA-1.5-7B2026.05 | 68.18 | 76.82 | |
| SVARModel=LLaVA-OneVision1.5-8B2026.05 | 67.86 | 80.13 | |
| GLSIMModel=LLaVA-OneVision1.5-8B2026.05 | 67.56 | 70.91 | |
| EASYModel=LLaVA-OneVision1.5-8B2026.05 | 66.22 | 75.99 | |
| EntropyModel=Qwen3-VL-8B2026.05 | 65.46 | 67.44 | |
| Contextual LensModel=InstructBLIP-7B2026.05 | 65.14 | 73.7 | |
| Internal Conf.Model=mPLUG-Owl3-8B2026.05 | 64.57 | 78.55 | |
| NLLModel=Qwen3-VL-8B2026.05 | 64.52 | 76.93 | |
| Internal Conf.Model=Qwen3-VL-8B2026.05 | 64.5 | 76.9 | |
| EASYModel=InstructBLIP-7B2026.05 | 64.46 | 67.17 | |
| SVARModel=mPLUG-Owl3-8B2026.05 | 64.37 | 69.98 | |
| Contextual LensModel=Qwen3-VL-8B2026.05 | 64.19 | 67.44 | |
| Internal Conf.Model=LLaVA-OneVision1.5-8B2026.05 | 64.1 | 79.95 | |
| EASYModel=mPLUG-Owl3-8B2026.05 | 63.33 | 70.63 | |
| NLLModel=LLaVA-1.5-7B2026.05 | 61.82 | 68.79 | |
| NLLModel=InstructBLIP-7B2026.05 | 61.56 | 76.69 | |
| EASYModel=LLaVA-1.5-7B2026.05 | 61.4 | 71.55 | |
| Contextual LensModel=LLaVA-1.5-7B2026.05 | 60.22 | 65.18 | |
| GLSIMModel=mPLUG-Owl3-8B2026.05 | 60.21 | 69.6 | |
| EntropyModel=LLaVA-1.5-7B2026.05 | 58.74 | 63.05 | |
| EntropyModel=InstructBLIP-7B2026.05 | 57.96 | 62.8 | |
| NLLModel=LLaVA-OneVision1.5-8B2026.05 | 57.95 | 71.99 | |
| EntropyModel=LLaVA-OneVision1.5-8B2026.05 | 57.06 | 74.8 | |
| NLLModel=mPLUG-Owl3-8B2026.05 | 55.89 | 72.17 | |
| Contextual LensModel=LLaVA-OneVision1.5-8B2026.05 | 55.31 | 68.7 | |
| Contextual LensModel=mPLUG-Owl3-8B2026.05 | 54.62 | 70.21 | |
| EntropyModel=mPLUG-Owl3-8B2026.05 | 50.86 | 70.66 |