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COMPLEX SCENE-BASED HUMAN BODY KEY POINT DETECTION SYSTEM AND METHOD

机译:基于复杂场景的人体关键点检测系统及方法

摘要

Discloses are a complex scene-based human body key point detection system and method. The method comprises: inputting monitor video information to obtain a single-frame static map and a multi-frame optical flow map; extracting features from the single-frame static map by means of a convolution operation to obtain a feature map, and in order to solve the impact of an interference target on personnel target detection under a complex scene, discriminating an actual confidence coefficient of the feature map from a preset confidence coefficient by using a personnel target detection algorithm to obtain a discretized personnel target bounding box; performing optical flow stacking on the multi-frame optical flow map to form a two-dimensional vector field; and extracting features in the discretized personnel target bounding box to obtain the feature map, obtaining key points and association degrees of parts, generating a part confidence map for each part of a human body by using a predictor, and precisely detecting human body key points by means of the part confidence map and the two-dimensional vector field. The system and method of the present invention are used for human body key point detection under a complex scene, thereby implementing precise detection of personnel target key points.
机译:公开了一种基于场景的复杂人体关键点检测系统和方法。该方法包括:输入监控视频信息,以获得单帧静态图和多帧光流图;通过卷积运算从单帧静态图中提取特征,得到特征图,以解决复杂场景下干扰目标对人员目标检测的影响,区分特征图的实际置信系数通过人员目标检测算法从预设的置信系数中得到离散的人员目标边界框;在多帧光流图上进行光流叠加以形成二维矢量场;在离散化人员目标边界框中提取特征,得到特征图,得到零件的关键点和关联度,并通过预测器生成人体各部位的零件置信度图,并通过部件置信度图和二维矢量场的平均值。本发明的系统和方法用于复杂场景下的人体关键点检测,从而实现人员目标关键点的精确检测。

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