AI RESEARCH
Understanding-Enhanced Model Collaboration for Long-Tailed Egocentric Mistake Detection
arXiv CS.AI
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ArXi:2606.02120v1 Announce Type: cross In this report, we address the problem of determining whether a user performs an action incorrectly from egocentric video data. To this end, we propose an Understanding-Enhanced Model Collaboration Method (UE-MCM) that combines efficient coarse-grained video understanding with accurate fine-grained action reasoning. Specifically, UE-MCM contains a small model branch and a large model branch.