ResearchBenchmarksObject Hallucination Detection on MS COCO 2014 (val)Object Hallucination Detection on MS COCO 2014 (val)Follow90AccuracyHaloProbe48.992859.638970.28580.9311Apr 7, 2026Evaluation resultsMethodMethodLinksAccuracyAUROCPrecisionRecallF1 ScoreHaloProbeBackbone=LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.049093.592.595.894.1DIMLBackbone=LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.0484.4690.19—72.34—EAZYBackbone=LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.0478.77—78.4183.3880.82ICBackbone=LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.0462.56—61.9381.670.42UTBackbone=LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.0450.57—53.670.6260.95