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System and method for automated video processing of an input video signal using tracking of a single moveable bilaterally-targeted game-object

机译:使用单个可移动的双侧目标游戏对象的跟踪自动视频处理输入视频信号的自动视频处理

摘要

There is provided a system and method for automated video processing of an input video signal using tracking of a single moveable bilaterally-targeted game-object involved in a team-based sporting event. The method includes: receiving the input video signal; analyzing the input video signal for one or more contextual feature maps; coding the one or more contextual feature maps; using a trained machine learning model, determining estimated coordinates of the single moveable bilaterally-targeted game-object for each group of one or more frames of the input video signal, the machine learning model receiving the coded one or more contextual feature maps as features to the machine learning model, the machine learning model trained using training data including a plurality of previously recorded training video signals each with associated coded one or more contextual feature maps, the training data further including ground truth data including screen coordinates of the single moveable bilaterally-targeted game-object.
机译:提供了一种系统和方法,用于使用基于团队的体育赛事中涉及的单个可移动的双边目标游戏对象进行自动化输入视频信号的自动视频处理。该方法包括:接收输入视频信号;分析一个或多个上下文成像映射的输入视频信号;编码一个或多个上下文特征映射;使用训练有素的机器学习模型,确定用于输入视频信号的一个或多个帧的每个组的单个可移动双侧目标游戏对象的估计坐标,机器学习模型接收到编码的一个或多个上下文特征映射为特征机器学习模型,使用包括多个先前记录的训练视频信号的机器学习模型,每个先前记录的训练视频信号具有相关的编码一个或多个上下文特征映射,还包括地面真理数据,包括单个可移动的双边移动的屏幕坐标 - 有针对性的游戏对象。

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