王智文;王宇航;

• 1:广西科技大学计算机科学与通信工程学院
• 2:桂林航天工业学院汽车与交通工程学院

摘要(Abstract)：

对有计划高协同性多运动员(智能体)团队行为的理解和识别,是计算机视觉研究领域的重要研究问题之一.从视频足球比赛行为识别过程中的目标跟踪与检测、行为表示、分类器的构建及行为识别等4个方面详细分析和总结了团队行为识别研究国内外现有成果;分析了团队行为识别研究尚待解决的问题及未来研究趋势,为未来的视频足球比赛中团队行为识别及多目标行为识别的研究提供了新思路及文献参考.

关键词(KeyWords)： 目标跟踪与检测;行为表示;分类器的构建;遮挡;行为识别策略;团队行为识别;角色识别

Abstract:

Keywords:

基金项目(Foundation): 国家自然科学基金项目(61462008;61365009);; 广西自然科学基金项目(2013GXNSFAA019336);; 广西科技大学博士基金项目(院科博12Z14)资助

作者(Author): 王智文;王宇航;

Email:

参考文献(References)：

• [1]YILMAZ A,JAVED O,SHAH M.Object Tracking:A Survey[J].ACM Computing Surveys,2006,38(4):1-45.
• [2]WANG L,YUNG NELSON H C.Extraction of Moving Objects From Their Background Based on Multiple Adaptive Thresholds and Boundary Evaluation[J].IEEE Transactions on Intelligent Transportation Systems,2010,11(1):40-51.
• [3]MATTHEW F,DAVID S,PAN Z X,et al.Recognizing Human Motions Through Mixture Modeling of Inertial Data[J].Pattern Recognition,2015,48(8):2394-2406.
• [4]D’ORAZIO T,GUARANGNELLA C,LEO M,et al.A New Algorithm for Ball Recognition Using Circle Hough Transform and Neural Classifier[J].Pattern Recognition,2004,37(2):393-408.
• [5]MARYAM Z,ROBERT B.Semantic Human Activity Recognition:A Literature Review[J].Pattern Recognition,2015,48,(8):2329-2345.
• [6]RASMUSSEN C,HAGER G D.Probabilistic Data Association Methods for Tracking Complex Visual Objects[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2001,23(6):560-576.
• [7]POPOOLA O P,WANG K J.Video-Based Abnormal Human Behavior Recognition—A Review[J].IEEE Transactions on Systems,Man and Cybernetics Part C:Applications and Reviews,2012:1-14.
• [8]PEHLIVAN S,DUYGULU P.A New Pose-Based Representation for Recognizing Actions from Multiple Cameras[J].Computer Vision&Image Understanding,2011,115(2):140-151.
• [9]KEREN D K,OSADCHY M,GOTSMAN C.Antifaces:A Novel Fast Method for Image Detection[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2001,23(7):747-761.
• [10]KOLLER D,DANILIDIS K,NAGEL H.Model-Based Object Tracking in Monocular Image Sequences of Road Traffic Scenes[J],International Journal of Computer Vision,1993,10(3):257-281.
• [11]WEINLAND D,RONFARD R,BOYER E.A Survey of Vision-Based Methods for Action Representation,Segmentation and Recognition[J].Computer Vision&Image Understanding,2011,115(2):224-241.
• [12]HOLZER S,ILIC S,NAVAB N.Multi-Layer Adaptive Linear Predictors for Real-Time Tracking[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2012,35(1):105-117.
• [13]MORRIS B T,TRIVEDI M M.Trajectory Learning for Activity Understanding:Unsupervised,Multilevel,and Long-Term Adaptive Approach[J].IEEE Transactions on Pattern Analysis&Machine Intelligence,2011,33(11):2287-2301.
• [14]SELEN P,David A F.Recognizing Activities in Multiple Views with Fusion of Frame Judgments[J].Image and Vision Computing,2014,32(4):237-249.
• [15]SHAO Z P,LI Y F.Integral Invariants for Space Motion Trajectory Matching and Recognition[J].Pattern Recognition,2015,48(8):2418-2432.
• [16]TUCKER B,FRANK D,ADAM F,et al.How Multirobot Systems Research Will Accelerate Our Understanding of Social Animal Behavior[J].Proceedings of the IEEE,2006,94(7):1445-1462.
• [17]KEREM A,KARON E M.Recognizing Affect in Human Touch of a Robot[J].Pattern Recognition Letters,2015,66(15):31-40.
• [18]STIKIC M,LARLUS D,EBERT S,et al.Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors[J].IEEE Transactions on Pattern Analysis&Machine Intelligence,2011,33(12):2521-2537.
• [19]COX I J.A Review of Statistical Data Association Techniques for Motion Correspondence[J].International Journal of Computer Vision,1993,10(1):53-66.
• [20]RASMUSSEN C,HAGER G D.Probabilistic Data Association Methods for Tracking Complex Visual Objects[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2001,23(6):560-576.
• [21]WANG Zu-chao,LU Min,YUAN Xiao-ru,et al.Visual Traffic Jam Analysis Based on Trajectory Data[J].IEEE transactions on visualization and computer graphics,2013,19(12):2159-2168.
• [22]WANG Heng,KL魧SER A,SCHMID C,et al.Dense Trajectories and Motion Boundary Descriptors for Action Recognition[J].International Journal of Computer Vision,2013,103(1):60-79.
• [23]CHO S Y,SOOY K,HYE B.Recognizing Human–Human Interaction Activities Using Visual and Textual Information[J].Pattern Recognition Letters,2013,34(15):1840-1848.
• [24]LIU Y,LIANG D W,HUANG Q M,et al.Extracting 3D Information from Broadcast Soccer Video[J].Image and Vision Computing,2006,24(10):1146-1162.
• [25]YUX,LEONG H W,XU C,et al.Trajectory-Based Ball Detection and Tracking in Broadcast Soccer Video[J].IEEE Transactions on Multimedia,2006,8(6):1164-1178.
• [26]LIU Hao-wei,MATTHAI P,MARTIN P,et al.Recognizing Object Manipulation Activities Using Depth and Visual Cues[J].Journal of Visual Communication and Image Representation,2014,25(4):719-726.
• [27]REDDY K,SHAH M.Recognizing 50 Human Action Categories of Web Videos[J].Machine Vision and Applications,2013,24(5):971–981.
• [28]SHIMAWAKI T,SAKIYAMA T,MIURA J,et al.Estimation of Ball Route under Overlapping with Players and Lines in Soccer Video Image Sequence[C].18th International Conference on Pattern Recognition,ICPR 2006,US:Institute of Electrical and Electronics Engineers Inc,2006:359-362.
• [29]REN J,ORWELL J,JONES G,et al.Real Time Modeling if 3-D Soccer Ball Trajectories from Multiple Fixed Camera[J].IEEE Trans.Circuits Syst.Video Technol.,2008,18(3):350-362.
• [30]ZHANG K,SONG H.Real-Time Visual Tracking via Online Weighted Multiple Instance Learning[J].Pattern Recognition,2013,46(1):397-411.
• [31]BEETZ M,HUENE N H,BANDOUCH J,et al.Camera-Based Observation of Football Games for Analyzing Multi-Agent Activities[C].Fifth International Joint Conference on Autonomous Agents and Multiagent Systems,AAMAS,New York:Association for Computing Machinery,2006:42-49.
• [32]VANDENBROUCKE N,MACAIRE L,POSTAIRE J G.Color Image Segmentation by Pixel Classification in an Adapted Hybrid Color Space.Application to Soccer Image Analysis[J].Computer Vision and Image Understanding,2003,90(2):190-216.
• [33]XU M,ORWELL J,LOWEY L,et al.Architecture and Algorithms for Tracking Football Players with Multiple Cameras[J].IEE Proceedings:Vision,Image and Signal Processing,2005,15(2):232-241.
• [34]FIGUEROA P J,LEITE N,BARROS R M.Tracking Soccer Players Aiming Their kinematic Motion Analysis[J].Computer Vision and Image Understanding,2006,101(2):122-135.
• [35]WANG Zhi-wen,LI Shao-zi.Face Recognition Using Skin color Segmentation and Template Matching Algorithms[J].Information Technology Journal,2011,10(12):2308-2314.

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