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METHOD OF HUMAN ACTION PATTERN RECOGNITION USING HISTOGRAM OF MOTION INTENSITY AND DIRECTION FROM MULTI VIEW

机译:基于运动强度和方向直方图的人类动作模式识别方法

摘要

According to an aspect of the present invention, provided is a method for recognizing an action pattern by using a histogram for intensity and direction of action from a multipoint of view. The method includes: (A) a step of collecting multi-view point images of an actor from multiple cameras arranged at angles distributed in the whole space which should be recognized in different directions; (B) a space normalization step of performing binarization with respect to each image input from the multipoint of view and performing a cropping process for trimming each image into a certain size focusing on the actor; (C) a time normalization step of resampling a sequence at the same interval and in the same frame with resect to the spatially normalized image; (D) a motion flow formation step for forming a motion flow having each center frame and adjacent frames after the time normalization step; (E) a step of dividing the image into lower level areas by using a grid; (F) diving the lower level areas into bin areas; (G) an action direction histogram generation step of generating an action direction histogram by calculating a predominant direction of the action from directional histogram bins divided in the lower level areas in step (E); and (H) an action intensity histogram generation step of calculating a ratio of the sum of intensity in all directions with respect to the sum of intensity in the predominant direction of action and converting the calculated ratio into a histogram.
机译:根据本发明的一个方面,提供了一种用于通过使用直方图从多角度针对动作的强度和方向来识别动作模式的方法。该方法包括:(A)从多个摄像机收集演员的多视点图像的步骤,所述多个摄像机以应在不同方向上识别的分布在整个空间中的角度布置; (B)空间归一化步骤,对从多视点输入的每个图像进行二值化,并进行裁剪处理以将每个图像聚焦为演员,以将其修剪成一定尺寸; (C)时间归一化步骤,以相同的间隔和同一帧中的序列对空间归一化图像进行重采样; (D)运动流形成步骤,用于在时间归一化步骤之后形成具有每个中心框架和相邻框架的运动流; (E)通过使用网格将图像划分为较低等级区域的步骤; (F)将较低级别的区域潜水到垃圾箱区域; (G)动作方向直方图生成步骤,其通过在步骤(E)中从划分在较低级别区域中的定向直方图仓中计算动作的主要方向来生成动作方向直方图; (H)动作强度直方图生成步骤,计算所有方向上的强度之和相对于主要作用方向上的强度之和的比率,并将计算出的比率转换为直方图。

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