Counting People using Gradient Boosted Trees

被引：0

作者：

Zhou, Bingyin ^{[1
]}

Lu, Ming ^{[1
]}

Wang, Yonggang ^{[1
]}

机构：

[1] Hebei Normal Univ, Coll Math & Informat Sci, Shijiazhuang 050024, Peoples R China

来源：

2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC) | 2016年

关键词：

gradient boosting; crowd analysis; surveillance; MULTIPLE HUMANS; CROWD; IMAGE;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper proposes a real-time approach to count the people in crowded scenes using holistic properties of the video, without using individual detection or tracking. A group of efficient holistic features are firstly extracted from the crowd segmentations. Furthermore, a nonlinear function mapping the feature vector into the number of people is learned with gradient boosted trees. Experiments demonstrate that our method can perform more accurate people counting.

引用

页码：391 / 395

页数：5

共 27 条

[1]

[Anonymous], 2011, P 20 INT C WORLD WID, DOI DOI 10.1145/1963405.1963461

[2]

Brostow G.J., 2006, CVPR, P594, DOI DOI 10.1109/CVPR.2006.320

[3] A COMPUTATIONAL APPROACH TO EDGE-DETECTION [J].

CANNY, J .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (06) :679-698

[4]

Chan A. B., 2009, PERF EV TRACK SURV W, P101

[5] Modeling, clustering, and segmenting video with mixtures of dynamic textures [J].

Chan, Antoni B. ;

Vasconcelos, Nuno .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2008, 30 (05) :909-926

[6] Counting People With Low-Level Features and Bayesian Regression [J].

Chan, Antoni B. ;

Vasconcelos, Nuno .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (04) :2160-2177

[7] A neural-based crowd estimation by hybrid global learning algorithm [J].

Cho, SY ;

Chow, TWS ;

Leung, CT .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1999, 29 (04) :535-541

[8] Histograms of oriented gradients for human detection [J].

Dalal, N ;

Triggs, B .

2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, :886-893

[9] CROWD MONITORING USING IMAGE-PROCESSING [J].

DAVIES, AC ;

YIN, JH ;

VELASTIN, SA .

ELECTRONICS & COMMUNICATION ENGINEERING JOURNAL, 1995, 7 (01) :37-47

[10]

Ferris J, 2009, PALG STUD THEAT PERF, P1

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