MULTI-TARGET TRACKING BY DETECTION

被引：0

作者：

Zeng, Qiaoling ^{[1
]}

Wen, Gongjian ^{[1
]}

Li, Dongdong ^{[1
]}

机构：

[1] Natl Univ Def Technol, Sci & Technol Automat Target Recognit Lab, Changsha, Hunan, Peoples R China

来源：

PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP) | 2016年

关键词：

Multi-Target Tracking; Track-by-Detection (TBD); Data Association; Greedy heuristics; Long-interval Linking;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Aiming at the problem how to express relevant relationship between multiple targets, we propose an approach based on the tracking-by-detection (TBD) strategy, where detections from the HOG classifier are regarded as image evidence. Focusing on the issue of localization uncertainty, data association based on greedy heuristics is executed iteratively to retrieve from the erroneous candidate locations. Additionally, in order to compensate for the deficiencies of greedy heuristics, we put forward a long-interval linking method to correct the per-frame evidence by the aid of Bayesian estimation.

引用

页码：370 / 374

页数：5

共 14 条

[1]

Andriyenko A, 2011, PROC CVPR IEEE, P1265, DOI 10.1109/CVPR.2011.5995311

[2]

Andriyenko A, 2010, LECT NOTES COMPUT SC, V6311, P466, DOI 10.1007/978-3-642-15549-9_34

[3]

[Anonymous], 2009, Twelfth IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS-Winter), DOI DOI 10.1109/PETS-WINTER.2009.5399488

[4]

[Anonymous], 1999, P 1999 IEEE COMP SOC

[5]

[Anonymous], 2011, ICCV

[6]

Berclaz J., 2006, P IEEE COMP SOC C CO, P744, DOI DOI 10.1109/CVPR.2006.258

[7] Hough Forests for Object Detection, Tracking, and Action Recognition [J].

Gall, Juergen ;

Yao, Angela ;

Razavi, Nima ;

Van Gool, Luc ;

Lempitsky, Victor .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (11) :2188-2202

[8] Robust Object Tracking by Hierarchical Association of Detection Responses [J].

Huang, Chang ;

Wu, Bo ;

Nevatia, Ramakant .

COMPUTER VISION - ECCV 2008, PT II, PROCEEDINGS, 2008, 5303 :788-801

[9]

Jian-Yu Hsieh, 2007, Proceedings of the Fifth IASTED International Conference on Circuits, Signals, and Systems, P1, DOI 10.1145/1329125.1329139

[10]

Kuhn H., 2005, NAV RES LOG, P29

← 1 2 →