Hallucination Evaluation on POPE Popular MSCOCO, A-OKVQA, GQA average
88.48AccuracyVanilla
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaMLLM=Qwen3-VL2026.02 | 88.48 | 86.61 | 91.35 | 88.8 | |
| PAIMLLM=Qwen3-VL2026.02 | 88.45 | 85.78 | 92.6 | 88.92 | |
| AdaVBoostMLLM=Qwen3-VL2026.02 | 88.35 | 86.61 | 91.04 | 88.64 | |
| VGAMLLM=Qwen3-VL2026.02 | 87.46 | 84.97 | 91.29 | 87.9 | |
| VAFMLLM=Qwen3-VL2026.02 | 87.14 | 83.45 | 93.11 | 87.88 | |
| VanillaMLLM=LLaVA-NeXT2026.02 | 86.01 | 81.83 | 93.82 | 87.15 | |
| AdaVBoostMLLM=LLaVA-NeXT2026.02 | 86.01 | 81.85 | 93.8 | 87.14 | |
| VAFMLLM=LLaVA-NeXT2026.02 | 84.64 | 78.86 | 95.89 | 86.33 | |
| PAIMLLM=LLaVA-NeXT2026.02 | 84.09 | 78.83 | 95.13 | 85.88 | |
| VGAMLLM=LLaVA-NeXT2026.02 | 83.45 | 78.94 | 93.22 | 85.12 | |
| VGAMLLM=InternVL3.52026.02 | 83.31 | 77.31 | 94.5 | 85 | |
| VanillaMLLM=InternVL3.52026.02 | 82.85 | 77.6 | 92.59 | 84.35 | |
| VAFMLLM=InternVL3.52026.02 | 82.84 | 76.45 | 95.17 | 84.74 | |
| AdaVBoostMLLM=InternVL3.52026.02 | 82.64 | 76.32 | 94.91 | 84.55 | |
| PAIMLLM=InternVL3.52026.02 | 81.28 | 75.18 | 93.53 | 83.31 |