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基于支持向量机的人体检测在智能视频监控系统中的应用与研究

he Research and Application of the detection of human based on the Support Vector Machine in Intelligent Video Surveillance System

中文摘要英文摘要

本文提出了一种基于支持向量机的人体检测技术的智能视频监控系统的具体设计思想和实施方案。通过对视频监控系统中的图像进行处理和分析,得到所需要的样本数据包括人体和非人体,然后将样本作为数据来训练支持向量机识别器。最终用训练好的识别器来对视频监控中的图像进行识别,以判定是否有人闯入监控区域,若出现情况则通过自动报警装置发出警报,达到智能监控目的。

In this paper,a specific design and implementation of the intelligent video surceillance system in which the human detection based on SVM is used is stated.Through the processing and analysis towards the images got from the video surveillance system.We get the samples we need including human han no-human,then use the samples to train the SVM identifiers.At last we use the trained recognizer to identify the images from the video surveillance to determine whether there is somebody breaking into regional,if there is ,then send an alarm through the automatic alarm device to notice us.

陈磊

电子技术应用自动化技术、自动化技术设备计算技术、计算机技术

支持向量机,SVM,视频监控,人体检测

Surpport vector machine SVM Video surveillance system human detection

陈磊.基于支持向量机的人体检测在智能视频监控系统中的应用与研究[EB/OL].(2008-02-22)[2025-08-02].http://www.paper.edu.cn/releasepaper/content/200802-228.点此复制

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