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Human Detection under Non-controlled Environments

Human Detection under Non-controlled Environments

作     者:Jamal Hussain Shah Chen Zong-hai Mudassar Raza Saeed ur Rehman Zhang Chen-bin 

作者单位:Department of AutomationUniversity of Science and Technology of China 

会议名称:《第16届中国系统仿真技术及其应用学术会议》

会议日期:2015年

学科分类:08[工学] 080203[工学-机械设计及理论] 0802[工学-机械工程] 

基  金:National Natural Science Foundation of PR China(61375079) the Chinese Academy of Science-The World Academy of Sciences(CAS-TWAS) President’s Fellowship 

关 键 词:Single-scale Retinex(SSR) Histogram of Oriented Gradient(HOG) Local Binary Patterns(LBP) Support Vector Machine(SVM) Human Detection 

摘      要:Real time object tracking commonly suffers from various real life problems like varying pose,occlusion and *** this paper,the illumination problem is handled that highly influences the quality of people *** main focus is to eliminate the lighting effect and increase the success ratio in *** proposed system removes the noise from single-scale retinex(SSR) image via linear smoothing filter which in fact segregates the actual features from illumination *** addition,we extend processed images with original histogram of oriented gradients(HOG) based detector and local binary patterns(LBP) for training to classify the negative and positive ***,we utilized support vector machine(SVM) for classification *** results show that the proposed method have more accuracy as compared to original HOG+SVM method.

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