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Object Presence Hallucination Evaluation on POPE A-OKVQA Popular 2022

85.63AccuracySchroMind
74.574877.444980.31583.1851May 28, 2024Sep 8, 2024Dec 21, 2024Apr 4, 2025Jul 17, 2025Oct 29, 2025Feb 10, 2026

Evaluation results

MethodLinks
SchroMindModel=LLaVA-1.5-7B2026.0285.63——85.42
ICTModel=LLaVA-1.5-7B2026.0283.4——84.45
OPERAModel=LLaVA-1.5-7B2026.0283.22——84.67
VCDModel=LLaVA-1.5-7B2026.0281.85——82.82
AVISCModel=InstructBLIP2024.0581.7777.8288.8782.98
RegularModel=LLaVA-1.5-7B2026.0279.9——79.59
AVISCModel=LLaVA-1.52024.0578.8372.194.0781.63
AVISCModel=LLaVA-1.5-7B2026.0278.83——81.63
M3IDModel=LLaVA-1.52024.0576.870.293.1380.06
M3IDModel=LLaVA-1.5-7B2026.0276.8——80.06
baseModel=LLaVA-1.52024.0576.169.8691.879.34
M3IDModel=InstructBLIP2024.0575.670.488.3378.36
VCDModel=LLaVA-1.52024.0575.4368.5893.8779.26
VCDModel=InstructBLIP2024.0575.3370.5287.0777.92
baseModel=InstructBLIP2024.057570.1487.0777.69