Hallucination Evaluation on POPE MSCOCO, A-OKVQA, GQA average (Random)
93.24AccuracyVanilla
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaMLLM=Qwen3-VL2026.02 | 93.24 | 95.04 | 91.37 | 93.09 | |
| PAIMLLM=Qwen3-VL2026.02 | 93.23 | 93.89 | 92.62 | 93.17 | |
| AdaVBoostMLLM=Qwen3-VL2026.02 | 93.16 | 95.18 | 91.06 | 92.99 | |
| VAFMLLM=Qwen3-VL2026.02 | 93.1 | 93.14 | 93.22 | 93.09 | |
| VGAMLLM=Qwen3-VL2026.02 | 92.82 | 94.3 | 91.29 | 92.68 | |
| VGAMLLM=InternVL3.52026.02 | 92.32 | 90.58 | 94.53 | 92.48 | |
| VAFMLLM=InternVL3.52026.02 | 91.7 | 89.08 | 95.17 | 91.99 | |
| VanillaMLLM=LLaVA-NeXT2026.02 | 91.34 | 89.71 | 93.8 | 91.57 | |
| AdaVBoostMLLM=LLaVA-NeXT2026.02 | 91.33 | 89.7 | 93.78 | 91.55 | |
| AdaVBoostMLLM=InternVL3.52026.02 | 91.26 | 88.52 | 94.97 | 91.59 | |
| VanillaMLLM=InternVL3.52026.02 | 90.96 | 89.66 | 92.64 | 91.08 | |
| VGAMLLM=LLaVA-NeXT2026.02 | 90.83 | 89.31 | 93.29 | 91.08 | |
| PAIMLLM=LLaVA-NeXT2026.02 | 90.36 | 87.27 | 95.13 | 90.85 | |
| VAFMLLM=LLaVA-NeXT2026.02 | 90.24 | 86.46 | 95.89 | 90.8 | |
| PAIMLLM=InternVL3.52026.02 | 90.17 | 87.66 | 93.62 | 90.51 |