OBJECT TRAJECTORY CLUSTERING VIA TENSOR ANALYSIS

被引：0

作者：

Zhou, Huiyu ^{[1
]}

Tao, Dacheng ^{[2
]}

Yuan, Yuan ^{[3
]}

Li, Xuelong ^{[4
]}

机构：

[1] Brunel Univ, Uxbridge UB8 3PH, Middx, England

[2] Nanyang Technol Univ, Sch Engn & Comp, Singapore 639798, Singapore

[3] Aston Univ, Birmingham B4 7ET, W Midlands, England

[4] Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China

来源：

2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6 | 2009年

关键词：

Object trajectory; clustering; tensor analysis; mean shift;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we present a new video object trajectory clustering algorithm(1), which allows us to model and analyse the patterns of object behaviors based on the extracted features using tensor analysis. The proposed algorithm consists of three steps as follows: extraction of trajectory features by tensor analysis, non-parametric probabilistic mean shift clustering and clustering correction. The performance of the proposed algorithm is evaluated on standard data-sets and compared with classical techniques.

引用

页码：1945 / +

页数：2

共 50 条

[11] ANALYSIS OF OBJECT CLUSTERING
BUSER, MW
OBERHOLZER, M
CHRISTEN, H
HEITZ, PU
ANALYTICAL AND QUANTITATIVE CYTOLOGY AND HISTOLOGY, 1987, 9 (04): : 303 - 314
[12] Trajectory clustering for arrival aircraft via new trajectory representation
GUI Xuhao
ZHANG Junfeng
PENG Zihan
Journal of Systems Engineering and Electronics, 2021, 32 (02) : 473 - 486
[13] Trajectory clustering for arrival aircraft via new trajectory representation
Gui Xuhao
Zhang Junfeng
Peng Zihan
JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2021, 32 (02) : 473 - 486
[14] Robust Face Clustering Via Tensor Decomposition
Cao, Xiaochun
Wei, Xingxing
Han, Yahong
Lin, Dongdai
IEEE TRANSACTIONS ON CYBERNETICS, 2015, 45 (11) : 2546 - 2557
[15] Tensor clustering via adaptive subspace iteration
Peng, Wei
Li, Tao
INTELLIGENT DATA ANALYSIS, 2011, 15 (05) : 695 - 713
[16] Multiway clustering via tensor block models
Wang, Miaoyan
Zeng, Yuchen
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), 2019, 32
[17] Learning Semantic Scene Models by Object Classification and Trajectory Clustering
Zhang, Tianzhu
Lu, Hanqing
Li, Stan Z.
CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4, 2009, : 1940 - +
[18] Aircraft trajectory recognition via statistical analysis clustering for Suvarnabhumi International Airport
Kamsing, Patcharin
Torteeka, Peerapong
Yooyen, Soemsak
Yenpiem, Siriporn
Delahaye, Daniel
Notry, Philippe
Phisannupawong, Thaweerath
Channumsin, Sittiporn
2020 22ND INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY (ICACT): DIGITAL SECURITY GLOBAL AGENDA FOR SAFE SOCIETY!, 2020, : 290 - 297
[19] Trajectory Clustering via Deep Representation Learning
Yao, Di
Zhang, Chao
Zhu, Zhihua
Huang, Jianhui
Bi, Jingping
2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, : 3880 - 3887
[20] GPS Trajectory Clustering and Visualization Analysis
Cai L.
Li S.
Wang S.
Liang Y.
Annals of Data Science, 2018, 5 (1) : 29 - 42

← 1 2 3 4 5 →