SPORTS VIDEO CLASSIFICATION IN CONTINUOUS TV BROADCASTS

被引:0
|
作者
Campr, Pavel [1 ,2 ]
Herbig, Milan [2 ]
Vanek, Jan [1 ,2 ]
Psutka, Josef [1 ,2 ]
机构
[1] Univ W Bohemia, Fac Sci Appl, New Technol Informat Soc, Plzen 30614, Czech Republic
[2] Univ W Bohemia, Fac Sci Appl, Dept Cybernet, Plzen 30614, Czech Republic
来源
2014 12TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP) | 2014年
关键词
Sports Classification; Topic Classification; Computer Vision; Convolutional Neural Networks; Multimedia Processing;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper is focused on classification of video footages or continuous TV broadcasts by its content. The considered classification categories (topics) are either general (talk show, sport, movie, cartoon...) or more specific (summer and winter Olympic sports, e.g. cycling, tennis, archery, box...). At first, each frame of the video is classified separately. It is shown that the classification results are more accurate and robust when the per-frame results are filtered in time domain. The main part of the paper deals with selection of robust image features and classifiers. It is shown that simple feature extractors are surpassed by complex features based on convolutional neural networks.
引用
收藏
页码:648 / 652
页数:5
相关论文
共 50 条
  • [1] Video Sequence Identification in TV Broadcasts
    Schoeffmann, Klaus
    Boeszoermenyi, Laszlo
    ADVANCES IN MULTIMEDIA MODELING, PT I, 2011, 6523 : 129 - 139
  • [2] The Complexities of Understanding Reported TV Audiences for Live Sports Broadcasts
    Van Reeth, Daam
    INTERNATIONAL JOURNAL OF SPORT FINANCE, 2023, 18 (01): : 19 - 34
  • [3] Automatic Classification of TV Sports News Video by Multiple Subspace Method
    Sugiyama, Yoshiaki
    Ariki, Yasuo
    Systems and Computers in Japan, 2000, 31 (06) : 90 - 97
  • [4] Practical perceptually adaptive approach to video logo placement in TV broadcasts
    Wong, Alexander
    Bishop, William
    2007 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, 2007, : 796 - 799
  • [5] Uncompressed HDTV video transmission over an IP network for TV broadcasts
    Akafuji, Tomohisa
    Honda, Akira
    Kawano, Tetsuo
    Hatta, Seiji
    Nakayama, Hiroshi
    Minami, Akira
    Kandori, Keishi
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 2006, 60 (10): : 1681 - 1688
  • [6] A Web Classifier for Semantic Classification Between News and Sports Broadcasts
    Voulgaris, S.
    Poulos, M.
    Kanellopoulos, N.
    Papavlasopoulos, S.
    METADATA AND SEMANTICS, 2009, : 309 - 317
  • [7] TV BROADCASTS AND THEIR AUDIENCES
    CASILE, N
    REVUE FRANCAISE DU MARKETING, 1977, (70): : 69 - 79
  • [8] Shot classification in sports video
    Tong, XF
    Liu, QS
    Lu, HQ
    Jin, HL
    2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3, 2004, : 1364 - 1367
  • [9] Event Recognition and Classification in Sports Video
    Ellappan, Vijayan
    Rajasekaran, Rajkumar
    2017 SECOND INTERNATIONAL CONFERENCE ON RECENT TRENDS AND CHALLENGES IN COMPUTATIONAL MODELS (ICRTCCM), 2017, : 182 - 187
  • [10] Semantic shot classification in sports video
    Duan, LY
    Xu, M
    Tian, Q
    STORAGE AND RETRIEVAL FOR MEDIA DATABASES 2003, 2003, 5021 : 300 - 313