A Survey of Content-Aware Video Analysis for Sports

Sports data analysis is becoming increasingly large scale, diversified, and shared, but difficulty persists in rapidly accessing the most crucial information. Previous surveys have focused on the methodologies of sports video analysis from the spatiotemporal viewpoint instead of a content-based view...

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Published inIEEE transactions on circuits and systems for video technology Vol. 28; no. 5; pp. 1212 - 1231
Main Author Shih, Huang-Chia
Format Journal Article
LanguageEnglish
Published New York IEEE 01.05.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Action recognition
Analytical models
Content analysis
content-aware system
content-based video analysis
Data analysis
Event detection
Feature extraction
Games
semantic analysis
Semantics
Sports equipment
sports video analysis
Streaming media
survey
Trends
Video broadcasting
Video data
Online AccessGet full text

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Abstract Sports data analysis is becoming increasingly large scale, diversified, and shared, but difficulty persists in rapidly accessing the most crucial information. Previous surveys have focused on the methodologies of sports video analysis from the spatiotemporal viewpoint instead of a content-based viewpoint, and few of these studies have considered semantics. This paper develops a deeper interpretation of content-aware sports video analysis by examining the insight offered by research into the structure of content under different scenarios. On the basis of this insight, we provide an overview of the themes particularly relevant to the research on content-aware systems for broadcast sports. Specifically, we focus on the video content analysis techniques applied in sportscasts over the past decade from the perspectives of fundamentals and general review, a content hierarchical model, and trends and challenges. Content-aware analysis methods are discussed with respect to object-, event-, and context-oriented groups. In each group, the gap between sensation and content excitement must be bridged using proper strategies. In this regard, a content-aware approach is required to determine user demands. Finally, this paper summarizes the future trends and challenges for sports video analysis. We believe that our findings can advance the field of research on content-aware video analysis for broadcast sports.
AbstractList Sports data analysis is becoming increasingly large scale, diversified, and shared, but difficulty persists in rapidly accessing the most crucial information. Previous surveys have focused on the methodologies of sports video analysis from the spatiotemporal viewpoint instead of a content-based viewpoint, and few of these studies have considered semantics. This paper develops a deeper interpretation of content-aware sports video analysis by examining the insight offered by research into the structure of content under different scenarios. On the basis of this insight, we provide an overview of the themes particularly relevant to the research on content-aware systems for broadcast sports. Specifically, we focus on the video content analysis techniques applied in sportscasts over the past decade from the perspectives of fundamentals and general review, a content hierarchical model, and trends and challenges. Content-aware analysis methods are discussed with respect to object-, event-, and context-oriented groups. In each group, the gap between sensation and content excitement must be bridged using proper strategies. In this regard, a content-aware approach is required to determine user demands. Finally, this paper summarizes the future trends and challenges for sports video analysis. We believe that our findings can advance the field of research on content-aware video analysis for broadcast sports.
Author Shih, Huang-Chia
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  email: hcshih@saturn.yzu.edu.tw
  organization: Department of Electrical Engineering, Yuan Ze University, Taoyuan, Taiwan
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Snippet Sports data analysis is becoming increasingly large scale, diversified, and shared, but difficulty persists in rapidly accessing the most crucial information....
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SubjectTerms Action recognition
Analytical models
Content analysis
content-aware system
content-based video analysis
Data analysis
Event detection
Feature extraction
Games
semantic analysis
Semantics
Sports equipment
sports video analysis
Streaming media
survey
Trends
Video broadcasting
Video data
Title A Survey of Content-Aware Video Analysis for Sports
URI https://ieeexplore.ieee.org/document/7827117
https://www.proquest.com/docview/2035263602
Volume 28
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