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Offense based temporal segmentation for event detection in soccer video

Lei Wang, Michael Lew, Guangyou Xu
2004 Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval - MIR '04  
In this paper, we present an analysis of soccer video for detecting the semantic notion of offense.  ...  We propose a system to detect the offensive unit in soccer video automatically. The offensive unit is then used to calculate new semantics like possession, as well as to detect goal events in video.  ...  discussions and their help in preparing the experimental data.  ... 
doi:10.1145/1026711.1026754 dblp:conf/mir/WangLX04 fatcat:dj2553d6ebazbmappnwisutgke

Fusion of AV features and external information sources for event detection in team sports video

Huaxin Xu, Tat-Seng Chua
2006 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
This article proposes a framework that utilizes both internal AV features and various types of external information sources for event detection in team sports video.  ...  By demonstrating its effectiveness on soccer and American football, we believe that with the availability of appropriate domain knowledge, the framework is applicable to other team sports.  ...  For example, a group of phases in soccer video is offenses which are sandwiched by two breaks.  ... 
doi:10.1145/1126004.1126007 fatcat:tt4dfutwonbb5biwxpkmfke25u

Trajectory based event tactics analysis in broadcast sports video

Guangyu Zhu, Qingming Huang, Changsheng Xu, Yong Rui, Shuqiang Jiang, Wen Gao, Hongxun Yao
2007 Proceedings of the 15th international conference on Multimedia - MULTIMEDIA '07  
For a detected goal event, we employ a multiobject detection and tracking algorithm to obtain the players and ball trajectories in the shot.  ...  In this paper, we present a novel approach to extract tactic information from the goal event in broadcast soccer video and present the goal event in a tactic mode to the coaches and sports professionals  ...  Based on the detected event moment in the video, we define a temporal range containing the event moment and detect event boundary within this range.  ... 
doi:10.1145/1291233.1291250 dblp:conf/mm/ZhuHXRJGY07 fatcat:tvhnzhjio5fyxfplhqdish2bay

A Survey of Content-Aware Video Analysis for Sports

Huang-Chia Shih
2018 IEEE transactions on circuits and systems for video technology (Print)  
Finally, the 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.  ...  Slow motion replay segments detection, Video summarization highlights generation [178] Audio, visual, temporal Subspace-based data mining Soccer Corner, goal Semantic event detection, concept  ... 
doi:10.1109/tcsvt.2017.2655624 fatcat:rwqzu46sgfb7tpkcav4ysmh6ae

Event Tactic Analysis Based on Broadcast Sports Video

Guangyu Zhu, Changsheng Xu, Qingming Huang, Yong Rui, Shuqiang Jiang, Wen Gao, Hongxun Yao
2009 IEEE transactions on multimedia  
For a detected event, two tactic representations, aggregate trajectory and play region sequence, are constructed based on multi-object trajectories and field locations in the event shots.  ...  In this paper, we propose a novel approach to extract tactic information from the attack events in broadcast soccer video and present the events in a tactic mode to the coaches and sports professionals  ...  Based on the detected event moment in the video, we define a temporal range containing the event moment and detect event boundary within this range.  ... 
doi:10.1109/tmm.2008.2008918 fatcat:sxpny4cbgbbznbsy4aejchynmu

Analysis of Offensive Strategy in Soccer Video

Jia Wang, Haitao Yan, Miao Wang, Gang Liu
2015 International Journal of Multimedia and Ubiquitous Engineering  
Our experiments on user study by soccer professionals demonstrate that the defined offensive patterns can be used to analyze soccer tactics effectively in terms of conciseness, clarity and usability.  ...  A novel Real-world trajectory based tactic analysis method is proposed, which can automatically analyze the offensive tactics of soccer game from the perspective of professionals.  ...  Acknowledgment This work was supported by The Fundamental Research Funds for the Central Universities. No. HEUCF151601.  ... 
doi:10.14257/ijmue.2015.10.11.23 fatcat:szjgfpcvcnhi5c4v2itsfbvnxy

A unified framework for semantic shot representation of sports video

Xiaofeng Tong, Qingshan Liu, Lingyu Duan, Hanqing Lu, Changsheng Xu, Qi Tian
2005 Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval - MIR '05  
properties according to different requirements; 2) semantics based video temporal segmentation for further event recognition; and 3) comprehensive sports video semantics analysis.  ...  In this paper, we present a unified framework for semantic shot representation in field-ball sports genres, in which a video shot is characterized via three essential properties, namely, camera shot size  ...  Actually, the task of event detection contains both approximate video temporal segmentation and semantic analysis. But a prior semantic temporal segmentation can further facilitate video analysis.  ... 
doi:10.1145/1101826.1101848 dblp:conf/mir/TongLDLXT05 fatcat:tgm3pip7h5hhnkq7wssscanhj4

Fuzzy Sequential Algorithm For Discrimination And Decision Maker In Sporting Events

Mourad Moussa, Ali Douik, Hassani Messaoud
2014 Zenodo  
A large volume of research has been conducted for automatic semantic event detection and summarization of sports videos.  ...  about the parameters used in this study, it may affect a membership degree of each parameter on the one hand and respect the sequencing of events for each frame on the other hand.  ...  In a trajectory-based algorithm was proposed for automatically detecting and tracking ball from soccer video [15] .  ... 
doi:10.5281/zenodo.1091056 fatcat:fcsmkyxj5rfqzkcmqztr35zwiu

Group Activity Detection from Trajectory and Video Data in Soccer [article]

Ryan Sanford, Siavash Gorji, Luiz G. Hafemann, Bahareh Pourbabaee, Mehrsan Javan
2020 arXiv   pre-print
Group activity detection in soccer can be done by using either video data or player and ball trajectory data.  ...  Our results show that most events can be detected using either vision or trajectory-based approaches with a temporal resolution of less than 0.5 seconds, and that each approach has unique challenges.  ...  Pass, shot and reception detection in a soccer game: Top-Left: a frame from broadcast video. Top-Right: ball and players location rendered on a soccer pitch template.  ... 
arXiv:2004.10299v1 fatcat:62jdc65yonfdngfnkotvufliby

Automatic Summarization of Soccer Highlights Using Audio-visual Descriptors [article]

Arnau Raventos, Raul Quijada, Luis Torres, Francesc Tarres
2014 arXiv   pre-print
In this paper, a new approach for automatic highlights summarization generation of soccer videos using audio-visual descriptors is presented.  ...  The approach is based on the segmentation of the video sequence into shots that will be further analyzed to determine its relevance and interest.  ...  Inter and Intra shot-based audio detectors Temporal audio changes play a crucial role in the detection of relevant soccer events.  ... 
arXiv:1411.6496v1 fatcat:ch5cddtmwveyneokpogttgd3za

SVM-based soccer video summarization system

Hossam M. Zawbaa, Nashwa El-Bendary, Aboul Ella Hassanien, Ajith Abraham
2011 2011 Third World Congress on Nature and Biologically Inspired Computing  
In this paper, we propose a system for soccer video summarization using support vector machine (SVM). The proposed system initially segments the whole video stream into small video shots.  ...  Finally the system highlights the most important events during the match. Experiments on real soccer videos demonstrate encouraging results.  ...  CONCLUSIONS AND FUTURE WORKS The SVM-based system proposed in this paper for broadcast soccer videos summarization was evaluated using videos for soccer matches of five international soccer championships  ... 
doi:10.1109/nabic.2011.6089409 dblp:conf/nabic/ZawbaaEHA11 fatcat:kwufey4udnad5ktakfh6vdqztu

Automatic summarization of soccer highlights using audio-visual descriptors

A Raventós, R Quijada, Luis Torres, Francesc Tarrés
2015 SpringerPlus  
This tremendous explosion in visual content and the myriad of applications that have arisen, has spurred the need to develop advanced tools for content-based image and video indexing and retrieval (Hu  ...  Among them, summarization of video sequences is considered of paramount importance in many applications. Some reviews and latest developments in the field can be found in (  ...  Inter and intra shot-based audio detectors Temporal audio changes play a crucial role in the detection of relevant soccer events.  ... 
doi:10.1186/s40064-015-1065-9 pmid:26155440 pmcid:PMC4485672 fatcat:rqdqz4cd4fdkll7xltqcujtbdu

Highlights for more complete sports video summarization

D. Tjondronegoro, Yi-Ping Phoebe Chen, Binh Pham
2004 IEEE Multimedia  
In particular, whistle detection can replace visual-based play-break detection in many sports that use whistles, such as soccer, rugby, swimming, and basketball.  ...  However, because of the amount of noise in sports audio, the results from audio-based detection can be verified and annotated by detecting text display.  ...  Play segments are also generic because they can be an individual performance in gymnastics, an offensive/defensive attempt in soccer and basketball, or a race in swimming.  ... 
doi:10.1109/mmul.2004.28 fatcat:oi3vxyty2zf3tlvwqqikf6po2u

Browsing Sport Content through an Interactive H.264 Streaming Session

Iván Alén Fernández, Fan Chen, Fabien Lavigne, Xavier Desurmont, Christophe De Vleeschouwer
2010 2010 Second International Conferences on Advances in Multimedia  
Each segment is then divided into shots, based on conventional view boundary detection. Shots are finally splitted in small clips.  ...  We use soccer videos to validate our framework in subjective experiments showing the feasibility and relevance of our system.  ...  ACKNOWLEDGMENT The authors would like to thank Walloon Region project Walcomo and Belgian NSF for funding part of this work  ... 
doi:10.1109/mmedia.2010.28 fatcat:cb2o67hkbze7dfanaperedovja

Semantic Event Extraction from Basketball Games using Multi-Modal Analysis

Yifan Zhang, Changsheng Xu, Yong Rui, Jinqiao Wang, Hanqing Lu
2007 Multimedia and Expo, 2007 IEEE International Conference on  
In this paper, we present a novel multi-modal framework for semantic event extraction from basketball games based on webcasting text and broadcast video.  ...  detection in the video.  ...  In our previous work, we developed a live event detection system for soccer games based on web-casting text and broadcast video [1] .  ... 
doi:10.1109/icme.2007.4285119 dblp:conf/icmcs/ZhangXRWL07 fatcat:5uync3hoargurp2cukfpxgbhtu
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