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System and method for human detection and counting using background modeling, hog and haar features

机译:使用背景建模,猪和哈尔特征进行人类检测和计数的系统和方法

摘要

A system for adaptive learning based human detection for channel input of captured human image signals, the said system comprises of: a sensor for tracking real time images of environment of interest; a feature extraction and classifiers generation means for extracting a plurality of the features and classifying the features associated with time-space descriptors of image comprising background modeling, Histogram of Oriented Gradients (HOG) and Haar like wavelet; a processor configured to process extracted feature classifiers associated with plurality of real-time images; a means for combining plurality of feature classifiers of time-space descriptors; a means for evaluating linear probability of human detection based on predetermined threshold value of feature classifier in a time window having at least one image frame; a counter for counting the number of human in the image; and a transmission means adapted to send the final human detection decision and number thereof to storage means.
机译:一种用于基于自适应学习的人类检测系统,用于捕获的人类图像信号的通道输入,所述系统包括:传感器,用于跟踪感兴趣环境的实时图像;特征提取和分类器生成装置,用于提取多个特征并将与图像的时空描述符相关的特征分类,包括背景建模,定向梯度直方图(HOG)和Haar样小波;处理器,被配置为处理与多个实时图像相关联的提取的特征分类器;一种用于组合时空描述符的多个特征分类器的装置;一种用于在具有至少一个图像帧的时间窗口中基于特征分类器的预定阈值来评估人类检测的线性概率的装置;用于计数图像中的人数的计数器;传输装置,适于将最终的人类检测决定及其编号发送给存储装置。

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