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Object Hallucination Evaluation on CHAIR MS COCO based (test)

56.2CHAIRsRegular
8.98421.24233.545.758Jan 20, 2026

Evaluation results

MethodLinks
RegularModel=LLaVA-1.5, Max Tokens=1282026.0156.218.370.6
VCDModel=LLaVA-1.5, Max Tokens=1282026.01551772.5
RegularModel=MiniGPT-4, Max Tokens=1282026.013510.869.8
VISTAModel=LLaVA-1.5, Max Tokens=1282026.013110.576.6
VCDModel=LLaVA-1.5, Max Tokens=642026.0127.28.870
PAIModel=LLaVA-1.5, Max Tokens=1282026.0125.67.675.9
RegularModel=LLaVA-1.5, Max Tokens=642026.0125.28.368.5
RegularModel=MiniGPT-4, Max Tokens=642026.0124.88.269.3
VISTAModel=LLaVA-1.5, Max Tokens=642026.0123.67.674.3
PAIModel=MiniGPT-4, Max Tokens=1282026.0122.88.171.4
ACGModel=LLaVA-1.5, Max Tokens=1282026.01214.874.4
PAIModel=MiniGPT-4, Max Tokens=642026.0119.86.971
VISTAModel=MiniGPT-4, Max Tokens=1282026.0118.85.971
ACGModel=LLaVA-1.5, Max Tokens=642026.0116.84.572.8
VISTAModel=MiniGPT-4, Max Tokens=642026.0115.85.570.2
PAIModel=LLaVA-1.5, Max Tokens=642026.0113.84.572.4
ACGModel=MiniGPT-4, Max Tokens=642026.0111.24.267.9
ACGModel=MiniGPT-4, Max Tokens=1282026.0110.83.368