Developing A Multi Agent Framework For Multimodal Multi Task Learning
Developing a Multi-Agent Framework for Multimodal Multi-Task Learning ...
A Unified Multi-Agent Framework for Universal Multimodal Understanding ...
A Multimodal Framework for Human-Multi-Agent Interaction
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%20have%20expanded%20their%20capabilities%20to%20multimodal%20contexts%2C%20including%20comprehensive%20video%20understanding.%20However%2C%20processing%20extensive%20videos%20such%20as%2024-hour%20CCTV%20footage%20or%20full-length%20films%20presents%20significant%20challenges%20due%20to%20the%20vast%20data%20and%20processing%20demands.%20Traditional%20methods%2C%20like%20extracting%20key%20frames%20or%20converting%20frames%20to%20text%2C%20often%20result%20in%20substantial%20information%20loss.%20To%20address%20these%20shortcomings%2C%20we%20develop%20OmAgent%2C%20efficiently%20stores%20and%20retrieves%20relevant%20video%20frames%20for%20specific%20queries%2C%20preserving%20the%20detailed%20content%20of%20videos.%20Additionally%2C%20it%20features%20an%20Divide-and-Conquer%20Loop%20capable%20of%20autonomous%20reasoning%2C%20dynamically%20invoking%20APIs%20and%20tools%20to%20enhance%20query%20processing%20and%20accuracy.%20This%20approach%20ensures%20robust%20video%20understanding%2C%20significantly%20reducing%20information%20loss.%20Experimental%20results%20affirm%20OmAgent's%20efficacy%20in%20handling%20various%20types%20of%20videos%20and%20complex%20tasks.%20Moreover%2C%20we%20have%20endowed%20it%20with%20greater%20autonomy%20and%20a%20robust%20tool-calling%20system%2C%20enabling%20it%20to%20accomplish%20even%20more%20intricate%20tasks.)
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