SOURCE-LINKED INTELLIGENCE
An Integrated Video-AI Platform for Action-Level Microanastomosis Training and Performance Feedback
Developing microanastomosis skill requires repeated practice with timely, action-specific feedback, yet expert review of lengthy microscope videos does not scale to frequent or distributed training. We present an integrated video-AI platform that turns a complete simulated procedure into inspectable, interactive feedback through three connected modules. First, a proposed transformer segments the video into six surgical actions. Second, object detection and tracking localize instrument tips within each action; the resulting kinematic features and action statistics drive supervised classificatio
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Evidence & attribution
- arXiv · AI, language, vision and robotics · 2026-09-06T04:36:53.000Z
First collected: 2026-09-20T21:12:06.801Z. This is not the publication date.