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ResearchFormerly WizWand

Object Hallucination Evaluation on CHAIR MSCOCO v1.0 (val)

54.6CHAIRsOrigin
11.12822.41433.744.986Apr 4, 2026
Updated 7mo ago

Evaluation results

MethodLinks
OriginBackbone=Shikra-7b, Decoding Strategy=VCD2026.0454.616.870.9
OriginBackbone=Shikra-7b, Decoding Strategy=Greedy2026.0452.416.171.5
OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=VCD2026.0448.813.573.1
AUEBackbone=Shikra-7b, Decoding Strategy=VCD2026.0448.816.270.7
Focus MattersBackbone=Shikra-7b, Decoding Strategy=VCD2026.0448.215.868.2
AUEBackbone=Shikra-7b, Decoding Strategy=Greedy2026.0447.214.572.2
OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=VCD2026.0446.214.971.3
OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=Greedy2026.044513.374.2
Focus MattersBackbone=Shikra-7b, Decoding Strategy=Greedy2026.0444.614.170.7
OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=OPERA2026.0444.213.574.4
OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=Greedy2026.044111.875.3
OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=OPERA2026.0437.811.575
Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=VCD2026.0435.612.570.4
Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=VCD2026.0435.411.770.7
OriginBackbone=Shikra-7b, Decoding Strategy=OPERA2026.0435.212.870
AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=VCD2026.0434.211.870.5
OriginBackbone=Shikra-7b, Decoding Strategy=PAI2026.04349.972.1
OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=PAI2026.0433.810.775.2
OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=PAI2026.0432.49.674.6
AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=VCD2026.0432.211.371
Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=OPERA2026.0431.611.271.4
Focus MattersBackbone=Shikra-7b, Decoding Strategy=OPERA2026.0431.612.666.5
OriginBackbone=Qwen-2.5-VL, Decoding Strategy=Greedy2026.0431.47.675.5
AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=Greedy2026.0430.210.471.8
AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=OPERA2026.0429.811.272.3
AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=Greedy2026.0429.89.871.4
Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=Greedy2026.042910.272.5
Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=Greedy2026.0428.810.272
AUEBackbone=Shikra-7b, Decoding Strategy=OPERA2026.0428.810.768.8
OriginBackbone=Intern-VL-2.5, Decoding Strategy=Greedy2026.0428.67.176.3
AUEBackbone=Intern-VL-2.5, Decoding Strategy=Greedy2026.0428.4776.6
AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=OPERA2026.0427.810.771.5
OriginBackbone=Shikra-7b, Decoding Strategy=Devils2026.0427.810.770
AUEBackbone=Qwen-2.5-VL, Decoding Strategy=Greedy2026.0427.87.475.8
Focus MattersBackbone=Qwen-2.5-VL, Decoding Strategy=Greedy2026.0427.87.374.7
Focus MattersBackbone=Intern-VL-2.5, Decoding Strategy=Greedy2026.04276.876.1
Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=OPERA2026.0426.49.673.1
OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=Devils2026.04257.273.9
Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=PAI2026.04247.870.8
OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=Devils2026.0423.27.972
Focus MattersBackbone=Shikra-7b, Decoding Strategy=PAI2026.0423.27.267.5
AUEBackbone=Shikra-7b, Decoding Strategy=PAI2026.0422.67.669.7
Focus MattersBackbone=Shikra-7b, Decoding Strategy=Devils2026.0421.810.367
AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=PAI2026.04217.5870.8
AUEBackbone=Shikra-7b, Decoding Strategy=Devils2026.0420.810.566.7
AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=PAI2026.0419.47.667.7
Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=Devils2026.0418.86.969
Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=PAI2026.0417.46.568
AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=Devils2026.04177.466.3
AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=Devils2026.04137.263.5
Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=Devils2026.0412.86.365.1