AN ADAPTIVE SEARCH WINDOW ALGORITHM FOR PLAYER TRACKING IN BROADCAST TENNIS VIDEOS

被引:0
|
作者
Lai, Kuan-Ting [1 ]
Hsieh, Chaur-Heh [2 ]
Sun, Jenn Dong [3 ]
Jiang, Yao-Chuan [4 ]
机构
[1] Natl Taiwan Univ, Grad Inst Elect Engn, Taipei 10617, Taiwan
[2] Ming Chuan Univ, Dept Comp & Commun Engn, Tao Yuan 333, Taiwan
[3] Chinese Culture Univ, Dept Comp Sci, Taipei 11114, Taiwan
[4] I Shou Univ, Dept Informat Engn, Kaohsiung 84001, Taiwan
关键词
Sport video analysis; Event detection; Player tracking; SOCCER VIDEO;
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
Player tracking is an essential technique in content analysis of tennis videos. A traditional tracking method consists of defining search window, extracting player's features, and utilizing the features to track in video. Previous methods usually have fixed search windows. Due to the angles of video camera, the court in a tennis video is a trapezoid rather than a rectangle. As a result, the size of the player figure continuously changes while moving from position to the other. Even in the same position, the player body is deformable and very versatile. The fixed search window method not only affects the accuracy of player feature extraction, but also incurs unnecessary calculation. In this paper, we propose an adaptive search window algorithm, which automatically adjusts search window in real-time by referring to player's position and speed. Experimental results demonstrate that the proposed method is effective and efficient for the tracking of players.
引用
收藏
页码:6733 / 6745
页数:13
相关论文
共 50 条
  • [1] Player Detection and Tracking in Broadcast Tennis Video
    Jiang, Yao-Chuan
    Lai, Kuan-Ting
    Hsieh, Chaur-Heh
    Lai, Mau-Fu
    [J]. ADVANCES IN IMAGE AND VIDEO TECHNOLOGY, PROCEEDINGS, 2009, 5414 : 759 - +
  • [2] A Real Time Player Tracking System for Broadcast Tennis Video
    Bao Dang
    An Tran
    Tien Dinh
    Dinh, Thang
    [J]. INTELLIGENT INFORMATION AND DATABASE SYSTEMS, PT II, PROCEEDINGS, 2010, 5991 : 105 - +
  • [3] A Tracking Window Adaptive Compressive Tracking Algorithm
    Wang, Wenhao
    Jiang, Mingxin
    Chen, Xiaobing
    Hua, Li
    Gao, Shangbing
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2019, 33 (14)
  • [4] Player Identification in Hockey Broadcast Videos
    Chan, Alvin
    Levine, Martin D.
    Javan, Mehrsan
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2021, 165
  • [5] Long-View Player Detection Framework Algorithm in Broadcast Soccer Videos
    Quang Tran
    An Tran
    Tien Ba Dinh
    Duc Duong
    [J]. ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2012, 6839 : 557 - 564
  • [6] Player Tracking in Sports Videos
    Buric, Matija
    Ivasic-Kos, Marina
    Pobar, Miran
    [J]. 11TH IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM 2019), 2019, : 334 - 340
  • [7] Multiple player tracking in soccer videos: an adaptive multiscale sampling approach
    Wonjun Kim
    Sung-Won Moon
    Jiwon Lee
    Do-Won Nam
    Chanho Jung
    [J]. Multimedia Systems, 2018, 24 : 611 - 623
  • [8] Multiple player tracking in soccer videos: an adaptive multiscale sampling approach
    Kim, Wonjun
    Moon, Sung-Won
    Lee, Jiwon
    Nam, Do-Won
    Jung, Chanho
    [J]. MULTIMEDIA SYSTEMS, 2018, 24 (06) : 611 - 623
  • [9] An Efficient Ball and Player Detection in Broadcast Tennis Video
    Archana, M.
    Geetha, M. Kalaiselvi
    [J]. INTELLIGENT SYSTEMS TECHNOLOGIES AND APPLICATIONS, VOL 1, 2016, 384 : 427 - 436
  • [10] Automated Ball Tracking in Tennis Videos
    Qazi, Tayeba
    Mukherjee, Prerana
    Srivastava, Siddharth
    Lall, Brejesh
    Chauhan, Nathi Ram
    [J]. 2015 THIRD INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2015, : 236 - 240