发明名称 VIDEO PROCESSING FOR MOTOR TASK ANALYSIS
摘要 Video processing for motor task analysis is described. In various examples, a video of at least part of a person or animal carrying out a motor task, such as placing the forefinger on the nose, is input to a trained machine learning system to classify the motor task into one of a plurality of classes. In an example, motion descriptors such as optical flow are computed from pairs of frames of the video and the motion descriptors are input to the machine learning system. For example, during training the machine learning system identifies time-dependent and/or location-dependent acceleration or velocity features which discriminate between the classes of the motor task. In examples, the trained machine learning system computes, from the motion descriptors, the location dependent acceleration or velocity features which it has learned as being good discriminators. In various examples, a feature is computed using sub-volumes of the video.
申请公布号 US2016071284(A1) 申请公布日期 2016.03.10
申请号 US201414536660 申请日期 2014.11.09
申请人 Microsoft Corporation 发明人 Kontschieder Peter;Dorn Jonas;Zikic Darko;Criminisi Antonio
分类号 G06T7/20 主分类号 G06T7/20
代理机构 代理人
主权项 1. A computer-implemented method comprising: receiving a video depicting at least part of a person or animal performing a motor task; inputting the video to a trained machine learning system, having been trained to find location-dependent local motion features of videos which discriminate between a plurality of classes of the motor task; receiving, from the trained machine learning system, data about which of the plurality of classes the motor task is predicted to belong to.
地址 Redmond WA US