Cascade Classifier Using Combination of Histograms of Oriented Gradients for Rapid Pedestrian Detection

Wenhui Li; Yifeng Lin; Bo Fu; Mingyu Sun; Wenting Wu

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Cascade Classifier Using Combination of Histograms of Oriented Gradients for Rapid Pedestrian Detection

机译：级联分类器结合方向直方图直方图快速行人检测

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Accurate and efficient human detection has become an important area for research in computer vision. In order to solve problems in the past human detection algorithms such as features with fixed sizes, fixed positions and fixed number, the human detection based on united Hogs algorithm was proposed. This algorithm can dynamically generate the features closer to human body contours. Basically maintaining the detection speed, the detection accuracy was improved by our algorithm. We demonstrate that comparing with human detection algorithm using haar, traditional hogs and a hog with variable-size blocks, our algorithm is better in both of detection rate and false positive rate.

机译：准确有效的人体检测已成为计算机视觉研究的重要领域。为了解决现有的人体检测算法中具有大小固定，位置固定，数量固定的特征，提出了一种基于联合霍格斯算法的人体检测方法。该算法可以动态生成更接近人体轮廓的特征。基本上保持了检测速度，我们的算法提高了检测精度。我们证明，与使用haar，传统猪和具有可变大小块的猪的人类检测算法相比，我们的算法在检测率和误报率上都更好。

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来源
《Journal of software》 |2013年第1期|71-77|共7页
作者
Wenhui Li; Yifeng Lin; Bo Fu; Mingyu Sun; Wenting Wu;
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作者单位

College of Computer Science and Technology, Jilin University, Changchun 130012, China;

College of Computer Science and Technology, Jilin University, Changchun 130012, China;

College of Computer Science and Technology, Jilin University, Changchun 130012. China;

College of Computer Science and Technology, Jilin University, Changchun 130012. China;

CSR Qishuyan Locomotive & Rolling Stock Technology Reaching Institute co.. Ltd. Changzhou 21301 I, China;

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正文语种 eng
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关键词
pedestrian detection; hog; adaboost; weak classifier; cascade classifier;

机译：行人检测;猪adaboost;弱分类器级联分类器;

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专利

1. Cascade Classifier Using Combination of Histograms of Oriented Gradients for Rapid Pedestrian Detection [J] . Wenhui Li1, Yifeng Lin1, Bo Fu1, Journal of software . 2013,第1期

机译：级联分类器结合方向直方图直方图快速行人检测
2. Multiple pedestrians tracking algorithm by incorporating histogram of oriented gradient detections [J] . Image Processing, IET . 2013,第7期

机译：结合定向梯度检测的直方图的多行人跟踪算法
3. Fast multi-feature pedestrian detection algorithm based on histogram of oriented gradient using discrete wavelet transform [J] . Hong Gwang-Soo, Kim Byung-Gyu, Hwang Young-Sup, Multimedia Tools and Applications . 2016,第23期

机译：基于方向梯度直方图的离散小波快速多特征行人检测算法
4. Comparison of Viola-Jones Haar Cascade Classifier and Histogram of Oriented Gradients(HOG)for face detection [C] . C Rahmad, R A Asmara, D R H Putra Annual Technology, Applied Science, and Engineering Conference . 2021

机译：Viola-Jones Haar Cascade分类器与面向梯度（HOG）直方图的比较
5. A rapid, object-oriented approach to mapping and classifying wetlands at a regional scale in the central Congo River basin. [D] . Bunker, Gregory William. 2009

机译：一种快速的，面向对象的方法，用于在刚果中部流域进行区域规模的湿地制图和分类。
6. Thai Finger-Spelling Recognition Using a Cascaded Classifier Based on Histogram of Orientation Gradient Features [O] . Kittasil Silanon 2017

机译：基于方向梯度特征直方图的级联分类器泰语拼写识别
7. A Pedestrian Detector Using Histograms of Oriented Gradients and a Support Vector Machine Classifier [O] . M. Bertozzi, A. Broggi, M. Del Rose, 2008

机译：使用定向梯度直方图和支持向量机分类器的行人探测器
8. Implementation of a Cascaded Histogram of Oriented Gradient (HOG)-Based Pedestrian Detector. [R] . Reale, C., Gurram, P., Hu, S., 2013

机译：基于定向梯度（HOG）的行人探测器级联直方图的实现。

Cascade Classifier Using Combination of Histograms of Oriented Gradients for Rapid Pedestrian Detection

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