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HUMAN BODY ATTRIBUTE RECOGNITION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM

机译:人体属性识别方法和装置,电子设备和存储介质

摘要

Disclosed in the embodiments of the present application are a human body attribute recognition method and apparatus, an electronic device and a storage medium. The human body attribute recognition method is executed by the electronic device, and comprises: acquiring a human body image sample comprising a plurality of detection regions, the detection regions being labelled with real values of human body attributes; generating a thermal image of the human body image sample and a thermal image of a region to be detected by means of a recognition model so as to obtain a global thermal image and a local thermal image corresponding to the human body image sample; fusing the global thermal image and the local thermal image, and performing human body attribute recognition on the fused image to obtain predicted values of the human body attributes of the human body image sample; determining a region of interest for each type of human body attribute according to the global thermal image and the local thermal image; correcting the recognition model by using the regions of interest, the real values of the human body attributes and the predicted values of the human body attributes; and on the basis of the corrected recognition model, performing human body attribute recognition on an image to be recognized.
机译:在本申请的实施例中公开了人体属性识别方法和装置,电子设备和存储介质。人体属性识别方法由电子设备执行,并且包括:获取包括多个检测区域的人体图像样本,检测区域用人体属性的实际值标记;通过识别模型产生人体图像样本的热图像和要检测的区域的热图像,以便获得与人体图像样本对应的全局热图像和局部热图像;融合全局热图像和局部热图像,对熔融图像进行人体属性识别,以获得人体图像样本的人体属性的预测值;根据全局热图像和局部热图像确定每种类型人体属性的感兴趣区域;通过使用感兴趣的区域,人体属性的真正值以及人体属性的预测值来校正识别模型;并且在校正识别模型的基础上,对要识别的图像进行人体属性识别。

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