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ResearchFormerly WizWand

Multimodal Understanding on MME (Perc., Cog., Total)

1,527.34Perc. ScoreSeeMe
1,302.88721,361.15861,419.431,477.7014Jul 5, 2026
Updated 3mo ago

Evaluation results

MethodLinks
SeeMeModel=LLaVA-NEXT2026.071,527.34346.431,873.77
DCLAModel=LLaVA-NEXT2026.071,525.733301,855.73
DCLAModel=LLaVA-1.52026.071,520.142801,800.14
SeeMeModel=LLaVA-1.52026.071,519.493101,829.49
RegularModel=LLaVA-NEXT2026.071,519.33301,849.3
DoLaModel=LLaVA-NEXT2026.071,515.41262.141,777.55
SeeMeModel=INF-MLLM2026.071,511.17269.291,780.46
DCLAModel=INF-MLLM2026.071,509.05273.211,782.26
SPINModel=LLaVA-NEXT2026.071,506.37326.071,832.44
DoLaModel=LLaVA-1.52026.071,495.02318.211,813.23
SPINModel=INF-MLLM2026.071,493.21268.331,761.54
RegularModel=INF-MLLM2026.071,491.96266.071,758.03
SPINModel=LLaVA-1.52026.071,491.91295.711,787.62
RegularModel=LLaVA-1.52026.071,491.56294.291,785.85
DoLaModel=INF-MLLM2026.071,491.152651,756.15
VCDModel=LLaVA-1.52026.071,484.96287.51,772.46
SeeMeModel=mPLUG-Owl22026.071,472.04345.711,817.75
SPINModel=mPLUG-Owl22026.071,465.38332.561,797.94
DCLAModel=mPLUG-Owl22026.071,463.4334.291,797.69
DoLaModel=mPLUG-Owl22026.071,462.332651,722.33
RegularModel=mPLUG-Owl22026.071,459.54345.711,805.25
VCDModel=INF-MLLM2026.071,444.36270.711,715.07
VCDModel=LLaVA-NEXT2026.071,418.27351.071,769.34
VCDModel=mPLUG-Owl22026.071,311.52329.291,640.81