A review of vision-based systems for soccer video analysis

被引:107
作者
D'Orazio, T. [1 ]
Leo, M. [1 ]
机构
[1] CNR, Inst Intelligent Syst Automat, I-70126 Bari, Italy
关键词
Soccer video analysis; Computer vision; Low-level and high-level feature extraction; Modeling of feature dynamics; PEOPLE TRACKING; BALL DETECTION; PLAYERS; INFORMATION; INTERPOLATION; SEGMENTATION; SEQUENCES; EVENTS; SCENES; AUDIO;
D O I
10.1016/j.patcog.2010.03.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a survey of soccer video analysis systems for different applications: video summarization, provision of augmented information, high-level analysis. Computer vision techniques have been adapted to be applicable in the challenging soccer context. Different semantic levels of interpretation are required according to the complexity of the corresponding applications. For each application area we analyze the computer vision methodologies, their strengths and weaknesses and we investigate whether these approaches can be applied to extensive and real time soccer video analysis. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2911 / 2926
页数:16
相关论文
共 89 条
[11]  
BEETZ M, 2006, AAMAS 06, P42
[12]  
Beetz M, 2007, 20TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, P2066
[13]   Semantic adaptation of sport videos with user-centred performance analysis [J].
Bertini, Marco ;
Cucchiara, Rita ;
Del Bimbo, Alberto ;
Prati, Andrea .
IEEE TRANSACTIONS ON MULTIMEDIA, 2006, 8 (03) :433-443
[14]   Multi camera image tracking [J].
Black, James ;
Ellis, Tim .
IMAGE AND VISION COMPUTING, 2006, 24 (11) :1256-1267
[15]   A decision tree-based multimodal data mining framework for soccer goal detection [J].
Chen, SC ;
Shyu, ML ;
Chen, M ;
Zhang, CC .
2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, :265-268
[16]   Fusion of audio and motion information on HMM-based highlight extraction for baseball games [J].
Cheng, Chih-Chieh ;
Hsu, Chiou-Ting .
IEEE TRANSACTIONS ON MULTIMEDIA, 2006, 8 (03) :585-599
[17]  
Choi K, 2005, LECT NOTES COMPUT SC, V3617, P661, DOI 10.1007/11553595_81
[18]   A new algorithm for ball recognition using circle Hough transform and neural classifier [J].
D'Orazio, T ;
Guaragnella, C ;
Leo, M ;
Distante, A .
PATTERN RECOGNITION, 2004, 37 (03) :393-408
[19]   A visual system for real time detection of goal events during soccer matches [J].
D'Orazio, T. ;
Leo, M. ;
Spagnolo, P. ;
Nitti, M. ;
Mosca, N. ;
Distante, A. .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2009, 113 (05) :622-632
[20]   An Investigation into the Feasibility of Real-Time Soccer Offside Detection From a Multiple Camera System [J].
D'Orazio, Tiziana ;
Leo, Marco ;
Spagnolo, Paolo ;
Mazzeo, Pier Luigi ;
Mosca, Nicola ;
Nitti, Massimiliano ;
Distante, Arcangelo .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2009, 19 (12) :1804-1818