Object Hallucination Evaluation on GQA POPE
92.93Accuracy (Random)VCD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VCDModel=Qwen3-VL-4B2026.04 | 92.93 | 91.93 | 87.5 | 87.98 | 83.17 | 84.49 | |
| HTDCModel=Qwen3-VL-4B2026.04 | 92.87 | 92.72 | 88.47 | 88.73 | 84.7 | 85.44 | |
| RegularModel=Qwen3-VL-4B2026.04 | 92.67 | 92.47 | 88.03 | 88.22 | 84.3 | 85.17 | |
| DAMOModel=Qwen3-VL-4B2026.04 | 92.6 | 92.41 | 88 | 88.2 | 84.23 | 85.13 | |
| DoLaModel=Qwen3-VL-4B2026.04 | 92.1 | 92.53 | 87.1 | 88.5 | 82.17 | 85.22 | |
| ICDModel=Qwen3-VL-4B2026.04 | 90.53 | 89.9 | 87.97 | 87.5 | 84.57 | 84.52 | |
| DoLaModel=LLaVA-v1.52026.04 | 89.7 | 90.26 | 79 | 81.96 | 73.93 | 78.54 | |
| HTDCModel=LLaVA-v1.52026.04 | 89.13 | 89.67 | 79.47 | 82.11 | 74.3 | 78.61 | |
| DAMOModel=LLaVA-v1.52026.04 | 88.23 | 89.13 | 76.9 | 80.68 | 70.9 | 76.83 | |
| RegularModel=LLaVA-v1.52026.04 | 86.8 | 88.09 | 74.47 | 79.26 | 68.33 | 75.5 | |
| ICDModel=LLaVA-v1.52026.04 | 86.7 | 88 | 74.4 | 79.23 | 73.13 | 74.9 | |
| VCDModel=LLaVA-v1.52026.04 | 77.57 | 81.47 | 64.53 | 81.47 | 62.03 | 72.2 |