TraX: The visual Tracking eXchange protocol and library

被引:10
作者
Cehovin, Luka [1 ]
机构
[1] Univ Ljubljana, Fac Comp & Informat Sci, Vecna Pot 113, SI-1000 Ljubljana, Slovenia
关键词
Computer vision; Visual tracking; Performance evaluation; Algorithm analysis; Communication protocol; Software library; OBJECT TRACKING;
D O I
10.1016/j.neucom.2017.02.036
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 address the problem of developing on-line visual tracking algorithms. We present a specialized communication protocol that serves as a bridge between a tracker implementation and utilizing application. It decouples development of algorithms and application, encouraging re-usability. The primary use case is algorithm evaluation where the protocol facilitates more complex evaluation scenarios that are used nowadays thus pushing forward the field of visual tracking. We present a reference implementation of the protocol that makes it easy to use in several popular programming languages and discuss where the protocol is already used and some usage scenarios that we envision for the future. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:5 / 8
页数:4
相关论文
共 10 条
[1]  
Cehovin L., 2014, TRAX VISUAL TRACKING
[2]   Visual Object Tracking Performance Measures Revisited [J].
Cehovin, Luka ;
Leonardis, Ales ;
Kristan, Matej .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (03) :1261-1274
[3]  
Jaynes C., 2002, P 3 INT WORKSH PERF
[4]   A Novel Performance Evaluation Methodology for Single-Target Trackers [J].
Kristan, Matej ;
Matas, Jiri ;
Leonardis, Ales ;
Vojir, Tomas ;
Pflugfelder, Roman ;
Fernandez, Gustavo ;
Nebehay, Georg ;
Porikli, Fatih ;
Cehovin, Luka .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (11) :2137-2155
[5]   A Protocol for Evaluating Video Trackers Under Real-World Conditions [J].
Nawaz, Tahir ;
Cavallaro, Andrea .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (04) :1354-1361
[6]   Finding the Best from the Second Bests - Inhibiting Subjective Bias in Evaluation of Visual Tracking Algorithms [J].
Pang, Yu ;
Ling, Haibin .
2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, :2784-2791
[7]   Visual Tracking: An Experimental Survey [J].
Smeulders, Arnold W. M. ;
Chu, Dung M. ;
Cucchiara, Rita ;
Calderara, Simone ;
Dehghan, Afshin ;
Shah, Mubarak .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2014, 36 (07) :1442-1468
[8]   An Experimental Comparison of Online Object Tracking Algorithmsu [J].
Wang, Qing ;
Chen, Feng ;
Xu, Wenli ;
Yang, Ming-Hsuan .
WAVELETS AND SPARSITY XIV, 2011, 8138
[9]   Online Empirical Evaluation of Tracking Algorithms [J].
Wu, Hao ;
Sankaranarayanan, Aswin C. ;
Chellappa, Rama .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (08) :1443-1458
[10]   Online Object Tracking: A Benchmark [J].
Wu, Yi ;
Lim, Jongwoo ;
Yang, Ming-Hsuan .
2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2013, :2411-2418