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Machine learning oriented surgical video analysis system

机译:机器学习面向外科视频分析系统

摘要

Various embodiments of a surgical video analysis system for segmenting and tagging surgical video of a given surgical procedure into shorter video segments and labeling / tagging these video segments in numerous categories of machine learning descriptors are described herein.In one aspect,The process for processing surgical video recorded during surgery performed in surgical procedures isReceiving a set of various surgical videos associated with surgical proceduresSet the default phase of surgical treatmentTo receive a set of machine learning descriptors identified for each default phase in the set of default phases andFor each received surgical videoSegmented surgical video into a set of video segments based on the set of default phasesFor each segment of a surgical video in a given default phaseVideo segmentIncluding annotating a set of corresponding machine learning descriptors in a given default phase.Diagram
机译:本文描述了用于分割和标记给定外科手术的外科手术视频的外科视频分析系统的各种实施例,并在许多机器学习描述符中进行了较短的视频段和标记/标记这些视频片段。在一个方面,处理外科的过程 在手术期间记录的视频在外科手术过程中进行了一套与外科手术室相关的各种外科视频,手术治疗的默认阶段接收一组机器学习描述符,为每个默认阶段中的每个默认阶段识别,并且每个接收的外科手术段手术视频 在给定的默认PhaseVideo分段中包括在给定的默认阶段,在给定的默认阶段中的一组相应的计算机学习描述符注释一组相应的计算机学习描述符中的每个段默认阶段,基于一组默认阶段。

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