Object Hallucination Evaluation on CHAIR (val)
58.8CHAIRs ScoreVanilla
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VanillaBackbone=Qwen3-VL2026.02 | 58.8 | 10.57 | 75.29 | |
| VGABackbone=Qwen3-VL2026.02 | 58.4 | 10.5 | 74.73 | |
| PAIBackbone=Qwen3-VL2026.02 | 53.6 | 10.47 | 74.95 | |
| VAFBackbone=Qwen3-VL2026.02 | 53.6 | 9.75 | 75.15 | |
| AdaVBoostBackbone=Qwen3-VL2026.02 | 46 | 8.38 | 75.22 | |
| PAIBackbone=InternVL3.52026.02 | 45.6 | 11.81 | 74.98 | |
| VGABackbone=InternVL3.52026.02 | 44.2 | 11.57 | 74.68 | |
| VAFBackbone=InternVL3.52026.02 | 42.2 | 11 | 74.58 | |
| VanillaBackbone=InternVL3.52026.02 | 41.4 | 10.8 | 74.71 | |
| PAIBackbone=LLaVA-NeXT2026.02 | 39.6 | 10.06 | 72.15 | |
| VAFBackbone=LLaVA-NeXT2026.02 | 36.4 | 9.14 | 71.66 | |
| AdaVBoostBackbone=InternVL3.52026.02 | 34.4 | 9.34 | 75.32 | |
| VanillaBackbone=LLaVA-NeXT2026.02 | 33.8 | 8.46 | 71.44 | |
| VGABackbone=LLaVA-NeXT2026.02 | 32.4 | 9.9 | 71.26 | |
| AdaVBoostBackbone=LLaVA-NeXT2026.02 | 28.8 | 7.66 | 71.18 |