Hallucination Evaluation on MSCOCO
55.2CS ScoreVCD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VCDModel=LLaVA-v1.5-7B2026.03 | 55.2 | 16.7 | 77.5 | 89.2 | |
| RegularModel=LLaVA-v1.5-7B2026.03 | 53 | 13.9 | 77.2 | 98 | |
| AGLAModel=LLaVA-v1.5-7B2026.03 | 50.8 | 16.1 | 75.2 | 88.1 | |
| NulluModel=LLaVA-v1.5-7B2026.03 | 50.2 | 13.7 | 76.9 | 93.3 | |
| VTIModel=LLaVA-v1.5-7B2026.03 | 47.4 | 13.9 | 76.2 | 88.9 | |
| LTS-FS (Nullu)Model=LLaVA-v1.5-7B2026.03 | 46.8 | 13.5 | 76.6 | 93.2 | |
| RegularModel=LLaVA-v1.5-13B2026.03 | 40.8 | 9.5 | 77.2 | 111.8 | |
| VCDModel=LLaVA-v1.5-13B2026.03 | 39.2 | 9.2 | 79.1 | 108.2 | |
| AGLAModel=LLaVA-v1.5-13B2026.03 | 38.4 | 9.1 | 78.7 | 109.3 | |
| NulluModel=LLaVA-v1.5-13B2026.03 | 38 | 9.4 | 74.5 | 105.8 | |
| VTIModel=LLaVA-v1.5-13B2026.03 | 36.3 | 9.2 | 75.9 | 94.4 | |
| LTS-FS (VTI)Model=LLaVA-v1.5-7B2026.03 | 35.8 | 11.9 | 75.4 | 82.2 | |
| LTS-FS (Nullu)Model=LLaVA-v1.5-13B2026.03 | 35.7 | 8.9 | 76.1 | 109.8 | |
| LTS-FS (VTI)Model=LLaVA-v1.5-13B2026.03 | 32 | 8.8 | 74.2 | 83.6 | |
| NulluModel=Qwen-VL2.5-7B2026.03 | 27.4 | 7.7 | 60.7 | 121.6 | |
| RegularModel=Qwen-VL2.5-7B2026.03 | 27 | 7.4 | 61.6 | 120.6 | |
| VCDModel=Qwen-VL2.5-7B2026.03 | 26.2 | 7.6 | 61.2 | 120.3 | |
| VTIModel=Qwen-VL2.5-7B2026.03 | 25.5 | 7.1 | 61.6 | 121.3 | |
| AGLAModel=Qwen-VL2.5-7B2026.03 | 25.2 | 7.1 | 59.5 | 118.6 | |
| LTS-FS (VTI)Model=Qwen-VL2.5-7B2026.03 | 24.8 | 6.6 | 62.5 | 120 | |
| LTS-FS (Nullu)Model=Qwen-VL2.5-7B2026.03 | 23.8 | 6 | 60.8 | 120.6 |