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Multimodal Evaluation on ModelNet40, MUSIC-AVQA, and MCUB

56.82Average ScoreMMER
34.657640.411346.16551.9187May 21, 2025

Evaluation results

MethodLinks
MMERMethod Type=Training-free Model Merging2025.0556.82
PCB-MergingMethod Type=Training-free Model Merging2025.0554.92
TIESMethod Type=Training-free Model Merging, DARE=true2025.0554.57
TAMethod Type=Training-free Model Merging, DARE=true2025.0554.27
TIESMethod Type=Training-free Model Merging2025.0554.1
TAMethod Type=Training-free Model Merging2025.0553.9
NaiveMCMethod Type=Training-free Model Merging, DARE=true2025.0553.46
NaiveMCMethod Type=Training-free Model Merging2025.0553.23
X-InstructBLIPMethod Type=Training-based Multimodal Baseline2025.0537.04
ImageBind-LLMMethod Type=Training-based Multimodal Baseline2025.0535.51