ResearchBenchmarksObject Hallucination Evaluation on POPE (Accuracy and Vanilla Proportion)Object Hallucination Evaluation on POPE (Accuracy and Vanilla Proportion)Follow86.4AccuracyVanilla67.88872.69477.582.306Jun 15, 2026Evaluation resultsMethodMethodLinksAccuracyAccuracy Proportion (w.r.t. Vanilla)VanillaBase Model=LLaVA-NeXT-...Base Model=LLaVA-NeXT-7B, Retained Tokens=2880, Reduction Ratio=0.0%2026.0686.4100VisionZipBase Model=LLaVA-NeXT-...Base Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.0684.292.3DCP-PruneBase Model=LLaVA-NeXT-...Base Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0668.680.7