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Exciting event detection in broadcast soccer video with mid-level description and incremental learning

Qixiang Ye, Qingming Huang, Wen Gao, Shuqiang Jiang
2005 Proceedings of the 13th annual ACM international conference on Multimedia - MULTIMEDIA '05  
In this paper, we propose a method for exciting event detection in broadcast soccer video with mid-level description and SVM-based incremental learning.  ...  In the view classification and event detection procedures, SVM-based incremental learning method is explored to improve the extensibility of view classification and event detection.  ...  Video Summarization and Enrichment System" at "http://www.jdl.ac.cn/en/project/mrhomepage/En_index.htm ".  ... 
doi:10.1145/1101149.1101250 dblp:conf/mm/YeHGJ05 fatcat:x6vd7jeq5zh4vdj2owzm4obyou

Singlets: Multi-resolution Motion Singularities for Soccer Video Abstraction

Katy Blanc, Diane Lingrand, Frederic Precioso
2017 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)  
We use these singlets in order to detect zooms, slow-motions and salient moments in soccer games and finally to produce an automatic summarization of a game.  ...  We produce a database for soccer video summarization composed of 4 soccer matches from HDTV games for the FIFA world cup 2014 annotated with goals, fouls, corners and salient moments to make a summary.  ...  [30] chose an incremental learning SVM on a mid-level description containing the features of successive moments like view labels, line mark positions and shot descriptors to select highlights.  ... 
doi:10.1109/cvprw.2017.15 dblp:conf/cvpr/BlancLP17 fatcat:g7yevnrbzbaxzoxla67ncinrqa

Motion Entropy Feature and Its Applications to Event-Based Segmentation of Sports Video

Chen-Yu Chen, Jia-Ching Wang, Jhing-Fa Wang, Yu-Hen Hu
2008 EURASIP Journal on Advances in Signal Processing  
An entropy-based criterion is proposed to characterize the pattern and intensity of object motion in a video sequence as a function of time.  ...  The proposed method is tested on six hours of sports videos including basketball, soccer, and tennis. Excellent experimental results are observed.  ...  ACKNOWLEDGMENTS The authors wish to thank Professor Yu-Hen Hu for his valuable suggestion and revision.  ... 
doi:10.1155/2008/460913 fatcat:wh5sac3ngfhrla6bhssrmr62q4

A framework for flexible summarization of racquet sports video using multiple modalities

Chunxi Liu, Qingming Huang, Shuqiang Jiang, Liyuan Xing, Qixiang Ye, Wen Gao
2009 Computer Vision and Image Understanding  
Finally, by using the affective features extracted from the detected events, a linear highlight model is adopted to rank the detected events in terms of their exciting degrees.  ...  While most existing sports video research focuses on detecting event from soccer and baseball etc., little work has been contributed to flexible content summarization on racquet sports video, e.g. tennis  ...  [4] used announcers' speech pitch and baseball batting sound to detect exciting segments in baseball games. Xu et al. [5] built audio keywords for event detection in soccer video. Xiong et al.  ... 
doi:10.1016/j.cviu.2008.08.002 fatcat:lh7brwejkvhuliauqy6mxpjpjy

Temporal Multiple Correspondence Analysis for Big Data Mining in Soccer Videos

Yimin Yang, Shu-Ching Chen, Mei-Ling Shyu
2015 2015 IEEE International Conference on Multimedia Big Data  
A multimedia big data mining framework consisting of two phases for interesting event detection in soccer videos has been proposed in this paper.  ...  Our proposed semantic re-ranking framework is evaluated on a large collection of soccer videos for interesting event detection.  ...  The authors would like to thank Haiman Tian for her assistance in conducting the experiment and preparing the previous work.  ... 
doi:10.1109/bigmm.2015.88 dblp:conf/bigmm/YangCS15 fatcat:iebpwpykova45mvxyzeyhjaygu

Multimodal Video Indexing: A Review of the State-of-the-art

Cees G.M. Snoek, Marcel Worring
2005 Multimedia tools and applications  
Efficient and effective handling of video documents depends on the availability of indexes. Manual indexing is unfeasible for large video collections. In this paper we survey several methods aiming  ...  Acknowledgements The authors would like to thank Jeroen Vendrig and Ioannis Patras from the University of Amsterdam for their valuable comments and suggestions.  ...  This research is sponsored by the ICES/KIS Multimedia Information Analysis project and TNO Institute of Applied Physics (TPD).  ... 
doi:10.1023/b:mtap.0000046380.27575.a5 fatcat:cskgpbfx5bgapl5uv72cs352ae

A Generic Approach for Systematic Analysis of Sports Videos

Ning Zhang, Ling-Yu Duan, Lingfang Li, Qingming Huang, Jun Du, Wen Gao, Ling Guan
2012 ACM Transactions on Intelligent Systems and Technology  
The system aims at the event detection scenario of an input video with an orderly sequential process.  ...  Various innovative and original works have been applied and proposed in the field of sports video analysis.  ...  A SVM-based incremental learning scheme using updated data is proposed in detecting soccer events, along with a pre-defined temporal structure.  ... 
doi:10.1145/2168752.2168760 fatcat:oxqszt2dxzcdfa44tlapet3kje

A comprehensive study of visual event computing

WeiQi Yan, Declan F. Kieran, Setareh Rafatirad, Ramesh Jain
2010 Multimedia tools and applications  
We start by presenting events and their classifications, and continue with discussing the problem of capturing events in terms of photographs, videos, etc, as well as the methodologies for event storing  ...  Later, we review an extensive set of papers taken from well-known conferences and journals in multiple disciplines. We analyze events, and summarize the procedure of visual event actions.  ...  Paul Miller, and Dr. Xiwu Gu etc. This work was partially supported by QUB research project: Unusual event detection in audio-visual surveillance for public transport (NO.D6223EEC).  ... 
doi:10.1007/s11042-010-0560-9 fatcat:ak6u3eefefgjhmbpr7asru3n7u

Video Skimming

Vivekraj V. K., Debashis Sen, Balasubramanian Raman
2019 ACM Computing Surveys  
We present a taxonomy of video skimming approaches, and discuss their evolution highlighting key advances.  ...  Being dynamic in nature, video skimming, through temporal connectivity, allows better understanding of the video from its summary.  ...  The authors would also like to thank the associate editors and editor in chief for identifying the potential in this survey and taking it through the review process.  ... 
doi:10.1145/3347712 fatcat:h4zbzmdfx5c2rm3dm4cmmzrsoa

Semantic Concept Mining Based on Hierarchical Event Detection for Soccer Video Indexing

Maheshkumar H. Kolekar, Kannappan Palaniappan, Somnath Sengupta, Gunasekaran Seetharaman
2009 Journal of Multimedia  
In this paper, we present a novel automated indexing and semantic labeling for broadcast soccer video sequences.  ...  First, we propose a novel hierarchical framework for soccer (football) video event sequence detection and classification.  ...  "Exciting event detection in broadcast soccer video with mid-level ‫ﻣﻘﺎﯾﺴﻪ‬ ‫در‬ ‫آﺳـﺘﺎﻧﻪ‬ ‫ﺑـﺮ‬ ‫ﻣﺒﺘﻨﯽ‬ ‫و‬ ‫ﻓﺎزی‬ ‫اﺳﺘﻨﺘﺎج‬ ‫ﺳﯿﺴﺘﻢ‬ ‫ﮐﺎراﯾﯽ‬ ‫ﻣﯿﺎن‬ ‫ﮐﻪ‬ ‫ای‬ Processing, 2009. ‫  ... 
doi:10.4304/jmm.4.5.298-312 pmid:35646164 pmcid:PMC9139424 fatcat:5ktnmbaan5gjfllfa2opwzu53q

An integrated approach to understanding the demands impacting soccer officials' decision-making: implications for training and performance

Gary Paul McEwan
2024 Zenodo  
Building upon this work in Chapter 4, the RTAQ was utilised to documentthe types and volumes of training engaged in by soccer officials of varying roles and levels of professional attainment.  ...  In demonstrating good levels of content, face, and criterion validity, the RTAQ was deemed an effective and practical method of monitoring the training practices of soccer officials.  ...  With respect to the specific decision-making and technical training engaged in by respondents, these appeared to be comprised almost exclusively of observational learning activities such as video clip  ... 
doi:10.5281/zenodo.10817736 fatcat:pgdwijnmbvhaxa6hsp7cgp7rj4

Towards Universal and Statistical-Driven Heuristics for Automatic Classification of Sports Video Events

D. Tjondronegoro, Y.-P.P. Chen
2006 12th International Multi-Media Modelling Conference  
Researchers worldwide have been acti ely seeking for thlc most robust and power-ful solutions to detect and classify keye events (or highlights) in vanious sports domains.  ...  The models can be desi ened with a modest amount of domain-kniowledge, -iking themn less subjective and more robust for different sports.  ...  e lrOI describing spoIrt events, in particulai-, soccer, A 11. basketball and any sports with similar characteristics.  ... 
doi:10.1109/mmmc.2006.1651300 dblp:conf/mmm/TjondronegoroC06 fatcat:3wy4gdeokzd6niuowg6fae5l6y

Meta-heuristics meet sports: a systematic review from the viewpoint of nature inspired algorithms

M.K.A. Ariyaratne, R.M. Silva
2022 International Journal of Computer Science in Sport  
soccer, (c) the limitations and challenges of using meta-heuristics in sports.  ...  Some of our findings include (a) genetic algorithm and particle swarm optimization have been extensively used in the literature, (b) meta-heuristics have been widely applied in the sports of cricket and  ...  Using the algorithm, the study has focused on detecting/tracking multiple players and their trajectories in soccer broadcast videos.  ... 
doi:10.2478/ijcss-2022-0003 fatcat:d7vea5cayfcqfnjzlskd7e5vvy

A Vision Chip for Color Segmentation and Pattern Matching

Ralph Etienne-Cummings, Philippe Pouliquen, M. Anthony Lewis
2003 EURASIP Journal on Advances in Signal Processing  
Thirty-two learned color templates are stored and compared to each image.  ...  We demonstrate color-based image segmentation and object recognition with this chip. Running at 30 fps, it uses 1 mW.  ...  of events involving multiple objects (e.g., offside in soccer) Papers must present a thorough evaluation of the performance of the system or method(s) proposed in one or more application areas such as  ... 
doi:10.1155/s1110865703302021 fatcat:uxnqapg7aff2rmswxhqdnoveta

Multimodal framework based on audio‐visual features for summarisation of cricket videos [article]

Ali Javed, Aun Irtaza, Hafiz Malik, Muhammad Tariq Mahmood, Syed Adnan, University, My
2021
Therefore, in this study an automatic method for key-events detection and summarisation based on audio-visual features is presented for cricket videos.  ...  A decision tree-based classifier is trained to detect key-events in the input cricket videos that are then used for video summarisation.  ...  [25] proposed a framework for key-events annotation, event boundaries detection, soccer field classification, and whistle detection in soccer videos. Godi et al.  ... 
doi:10.7302/94 fatcat:rvrwntk7nne4fkuesue7se6wui
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