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ResearchFormerly WizWand

Object Presence Hallucination Evaluation on POPE A-OKVQA 2022 (Adversarial)

80.13AccuracyVCD
66.92270.35173.7877.209May 28, 2024Sep 3, 2024Dec 10, 2024Mar 18, 2025Jun 24, 2025Sep 30, 2025Jan 7, 2026
Updated 8mo ago

Evaluation results

MethodLinks
VCDModel=Qwen-VL, Decoding=VCD2026.0180.1379.3581.4780.39
SDCDModel=Qwen-VL, Decoding=SDCD2026.0179.6378.298280.1
Regular DecodingModel=Qwen-VL, Decoding=Regular2026.0179.2779.9978.0779.01
AVISCModel=InstructBLIP2024.0572.5367.1288.3376.28
VCDModel=InstructBLIP2024.0569.764.5487.4774.27
M3IDModel=InstructBLIP2024.0569.5764.2188.474.39
AVISCModel=LLaVA-1.52024.0568.9762.793.6775.11
baseModel=InstructBLIP2024.0568.863.5788.0773.84
M3IDModel=LLaVA-1.52024.0568.161.9993.674.58
baseModel=LLaVA-1.52024.0567.962.1191.874.09
VCDModel=LLaVA-1.52024.0567.4361.593.274.11