Object Hallucination Evaluation on POPE (Accuracy, F1, Precision, Recall) benchmark leaderboard · SOTA2 Research

Object Hallucination Evaluation on POPE (Accuracy, F1, Precision, Recall)

90.81AccuracyVISE

Evaluation Results

Method	Links
VISE2026.06		90.81	89.92	93.45	86.65
VisionZero-CLEVR2026.06		90.73	89.86	93.39	86.59
VisionZero-RW2026.06		90.66	89.8	93.31	86.54
EvoLMM2026.06		90.59	89.72	93.23	86.46
VisionZero-Chart2026.06		90.51	89.64	93.14	86.39
VisPlay2026.06		90.45	89.57	93.07	86.32
iReasoner2026.06		90.39	89.49	92.95	86.28
Base2026.06		90.35	89.45	92.96	86.2
VISE2026.06		90.32	89.32	92.73	86.15
VisPlay2026.06		90.23	89.15	92.73	85.84
VisionZero-CLEVR2026.06		90.18	89.06	92.72	85.68
EvoLMM2026.06		90.13	88.98	92.73	85.52
iReasoner2026.06		90.07	88.89	92.72	85.36
VISE2026.06		90.03	89.22	93.13	85.63
VisionZero-RW2026.06		90.02	88.8	92.72	85.2
VisionZero-Chart2026.06		89.95	88.69	92.7	85.01
Base2026.06		89.91	88.61	92.71	84.86
VISE2026.06		89.86	88.98	92.47	85.74
VisionZero-CLEVR2026.06		89.82	88.02	93.71	82.98
Base2026.06		89.73	88.45	92.57	84.68
VisionZero-RW2026.06		89.67	89.25	93.8	85.12
VisionZero-CLEVR2026.06		89.65	89.01	93.09	85.27
iReasoner2026.06		89.64	88.59	93.15	84.46
EvoLMM2026.06		89.53	88.56	93.07	84.39
VisPlay2026.06		89.42	88.92	92.89	84.99
VisionZero-Chart2026.06		89.35	88.75	91.86	85.84
VisPlay2026.06		89.32	88.72	92.86	84.93
Base2026.06		89.01	88.37	92.45	84.63
VisionZero-Chart2026.06		88.75	88.77	92.79	84.93
VisionZero-RW2026.06		88.7	87.84	93.05	83.18
iReasoner2026.06		87.7	88.56	92.12	85.26
EvoLMM2026.06		87.59	88.51	92.05	85.17