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Citation

Campr Pavel and Herbig Milan and Vaněk Jan and Psutka Josef : Sports Video Classification in Continuous TV Broadcasts . The 12th IEEE International Conference on Signal Processing (ICSP'14), HangZhou China, 2014.

Abstract

This paper is focused on classification of video footages or continuous TV broadcasts by its content. The examined classification categories were either general (talk shows, sports, movie, cartoon...) or specific (summer and winter Olympic sports). At first, each frame of the video is classified separately. It is shown that the 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 more complex features based on convolutional neural networks.

Detail of publication

Title: Sports Video Classification in Continuous TV Broadcasts
Author: Campr Pavel ; Herbig Milan ; Vaněk Jan ; Psutka Josef
Language: English
Year: 2014
Type of publication: Papers in proceedings of reviewed conferences
Title of journal or book: The 12th IEEE International Conference on Signal Processing (ICSP'14)
DOI: 10.1109/ICOSP.2014.7015083
Address: HangZhou China
/ 2015-02-16 13:31:49 /

Keywords

Sports Classification, Topic Classification, Computer Vision, Convolutional Neural Networks, Multimedia Processing

BibTeX

@INPROCEEDINGS{CamprPavel_2014_SportsVideo,
 author = {Campr Pavel and Herbig Milan and Van\v{e}k Jan and Psutka Josef},
 title = {Sports Video Classification in Continuous TV Broadcasts},
 year = {2014},
 journal = {The 12th IEEE International Conference on Signal Processing (ICSP'14)},
 address = {HangZhou China},
 doi = {10.1109/ICOSP.2014.7015083},
 url = {http://www.kky.zcu.cz/en/publications/CamprPavel_2014_SportsVideo},
}