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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向目标游戏对象进行跟踪的输入视频信号自动视频处理的系统和方法

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,用于通过跟踪参与基于团队的体育赛事的单个可移动的双向目标游戏对象来对输入视频信号进行自动视频处理。该方法包括:接收输入视频信号;以及分析输入视频信号中的一个或多个上下文特征图;编码一个或多个上下文特征图;使用训练有素的机器学习模型,为输入视频信号的一帧或多帧的每一组确定单个可移动的双向目标游戏对象的估计坐标,该机器学习模型接收已编码的一个或多个上下文特征图作为特征机器学习模型,该机器学习模型是使用训练数据进行训练的,该训练数据包括多个先前记录的训练视频信号,每个信号均具有关联的已编码的一个或多个上下文特征图,该训练数据还包括地面真实数据,该地面真实数据包括单个可移动双向移动屏幕的坐标目标游戏对象。

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