Human Detection¶

• Human Detection
  • 技术介绍：
    • HOG技术
    • SVM技术
  • 软件应用与安装：
    • OPENCV
    • VS2008
    • MATLAB 2009b/2010b
  • 前期理论研究
    • 2011.8
    • Histogram of Template for Pedestrian Detection
    • Accurate Human Detection by Appearance and Motion
    • Research on Robust Local Feature Extraction Method for Human Detection
    • 2011.8 后续
    • Histograms of Oriented Gradients for Human Detection
    • Fast Human Detection Using a Cascade of Histograms of Oriented Gradients
    • Human Detection Using Oriented Histograms of Flow and Appearance
    • Support Vector Machines for Histogram-Based Image Classification
    • 2012.3:
    • efficient HOG human detection
    • Robust Motion Detection using Histogram of Oriented Gradients for Illumination Variations
    • Extended Histogram of Gradients with Asymmetric Principal Component and Discriminant Analyses for Human Detection
    • AdaBoost Learning for Fabric Defect Detection Based on HOG and SVM
    • A Pedestrian Detection Method Based on SVM Classifier and Optimized Histograms of Oriented Gradients Feature
    • human detection based on integral histograms of oriented gradients and svm
    • human detection based on pc-svm
  • 流程图：
    • HOG
    • HOT
    • SVM总结
  • 针对性问题讨论：
    • 直方图与SVM的关系
    • SVM中点的代表物及xi与yi的定义
    • SVM中比较方法的深入理解
  • 代码：
    • HOG代码
    • SVM代码
  • 论文相关:
    • 论文
    • 数据分析
  • Reference

本课题研究图像/视频中的人识别。

技术介绍：¶

HOG技术¶

SVM技术¶

软件应用与安装：¶

OPENCV¶

VS2008¶

MATLAB 2009b/2010b¶

前期理论研究¶

2011.8¶

Histogram of Template for Pedestrian Detection¶

Accurate Human Detection by Appearance and Motion¶

Research on Robust Local Feature Extraction Method for Human Detection¶

2011.8 后续¶

Histograms of Oriented Gradients for Human Detection¶

Fast Human Detection Using a Cascade of Histograms of Oriented Gradients¶

Human Detection Using Oriented Histograms of Flow and Appearance¶

Support Vector Machines for Histogram-Based Image Classification¶

2012.3:¶

efficient HOG human detection¶

Robust Motion Detection using Histogram of Oriented Gradients for Illumination Variations¶

Extended Histogram of Gradients with Asymmetric Principal Component and Discriminant Analyses for Human Detection¶

AdaBoost Learning for Fabric Defect Detection Based on HOG and SVM¶

A Pedestrian Detection Method Based on SVM Classifier and Optimized Histograms of Oriented Gradients Feature¶

human detection based on integral histograms of oriented gradients and svm¶

human detection based on pc-svm¶

流程图：¶

HOG¶

HOT¶

SVM总结¶

针对性问题讨论：¶

直方图与SVM的关系¶

SVM中点的代表物及xi与yi的定义¶

SVM中比较方法的深入理解¶

代码：¶

HOG代码¶

SVM代码¶

论文相关:¶

论文¶

数据分析¶

Reference¶

论文: Human Detection