期刊文献+

人体动作行为识别研究综述 被引量:97

A Survey of Human Body Action Recognition
在线阅读 下载PDF
导出
摘要 人体动作行为识别因其在视频监控、虚拟现实、人机智能交互等领域的广泛应用而成为计算机视觉领域的研究热点.文中将人体动作行为识别问题归纳为计算机经过检测动作数据而获取并符号化动作信息,继而提取和理解动作特征以实现动作行为分类的过程,在此基础上,从运动目标检测、动作特征提取和动作特征理解3个方面对涉及到的技术进行回顾分析,对相关方法进行分类,并讨论相关难点和研究方向. Action recognition has become a hotspot in the fields of video surveillance, virtual reality, human- computer interaction and others recently. In this paper, action recognition is comprehended as a process of detecting action data, called symbols of action message, and distinct actions based on action feature extraction and reception are further classified. On the basis, an overview of vision-based full-body action recognition techniques is presented within the domain of moving object detection, action feature extraction and action feature perception, and the corresponding methods are classified. Besides, the research trend of action recognition is discussed.
出处 《模式识别与人工智能》 EI CSCD 北大核心 2014年第1期35-48,共14页 Pattern Recognition and Artificial Intelligence
基金 国家自然科学基金项目(No.61273336) 国家教育部博士点专项基金项目(No.20122302120039) 中央高校基本科研业务费专项资金项目(No.HIT.NSRIF.201172)资助
关键词 动作识别 运动目标检测 动作特征提取 动作特征理解 Action Recognition, Moving Object Detection , Action Feature Extraction, Action FeaturePerception
  • 相关文献

参考文献133

  • 1Mokhber A,Achard C,Milgram M. Recognition of Human Behavior by Space-Time Silhouette Characterization[J].Pattern Recognition Let-ters,2008,(01):81-89.
  • 2Polat E,Yeasin M,Sharma R. Robust Tracking of Human Body Parts for Collaborative Human Computer Interaction[J].{H}COMPUTER VISION AND IMAGE UNDERSTANDING,2003,(01):44-69.
  • 3Kjellstr?m H,Romero J,Kragic' D. Visual Object-Action Recogni-tion:Inferring Object Affordances from Human Demonstration[J].{H}COMPUTER VISION AND IMAGE UNDERSTANDING,2011,(01):81-90.
  • 4Suma E A,Krum D M,Lange B. Adapting User Interfaces for Gestural Interaction with the Flexible Action and Articulated Skele-ton Toolkit[J].Computers& Graphics,2012,(03):193-201.
  • 5Ayers D,Shah M. Monitoring Human Behavior from Video Taken in an Office Environment[J].{H}IMAGE AND VISION COMPUTING,2001,(12):833-846.
  • 6López M T,Fernández-Caballero A,Fernández M A. Visual Surveillance by Dynamic Visual Attention Method[J].Pattern Recogni-tion,2006,(11):2194-2211.
  • 7王亮,胡卫明,谭铁牛.人运动的视觉分析综述[J].计算机学报,2002,25(3):225-237. 被引量:277
  • 8Aggarwal J K,Park S. Human Motion:Modeling and Recognition of Actions and Interactions[A].Thessaloniki,Greece,2004.640-647.
  • 9Moeslund T B,Hilton A,Krüger V. A Survey of Advances in Vision-Based Human Motion Capture and Analysis[J].{H}COMPUTER VISION AND IMAGE UNDERSTANDING,2006,(2/3):90-126.
  • 10凌志刚,赵春晖,梁彦,潘泉,王燕.基于视觉的人行为理解综述[J].计算机应用研究,2008,25(9):2570-2578. 被引量:22

二级参考文献234

  • 1刘相滨,向坚持,王胜春.人行为识别与理解研究探讨[J].计算机与现代化,2004(12):1-5. 被引量:13
  • 2高全学,潘泉,梁彦,张洪才,程咏梅.基于描述特征的人脸识别研究[J].自动化学报,2006,32(3):386-392. 被引量:13
  • 3李培华.一种改进的Mean Shift跟踪算法[J].自动化学报,2007,33(4):347-354. 被引量:54
  • 4左军毅,潘泉,梁彦,张洪才,程咏梅.基于模型切换的自适应背景建模方法[J].自动化学报,2007,33(5):467-473. 被引量:15
  • 5[25]Kohle M, Merkl D, Kastner J. Clinical gait analysis by neural networks: Issues and experiences. In: Proc IEEE Symposium on Computer-Based Medical Systems, Maribor, Slovenia, 1997. 138-143
  • 6[26]Meyer D, Denzler J, Niemann H. Model based extraction of articulated objects in image sequences for gait analysis. In: Proc IEEE International Conference on Image Processing, Santa Barbara, California 1997. 78-81
  • 7[27]McKenna S et al. Tracking groups of people. Computer Vision and Image Understanding, 2000, 80(1):42-56
  • 8[28]Karmann K, Brandt A. Moving object recognition using an adaptive background memory. In: Cappellini V ed. Time-varying Image Processing and Moving Object Recognition. 2. Elsevier, Amsterdam, The Netherlands, 1990
  • 9[29]Kilger M. A shadow handler in a video-based real-time traffic monitoring system. In: Proc IEEE Workshop on Applications of Computer Vision, Palm Springs, CA, 1992.1060-1066
  • 10[30]Stauffer C, Grimson W. Adaptive background mixture models for real-time tracking. In: Proc IEEE Conference on Computer Vision and Pattern Recognition, Fort Collins, Colorado, 1999, 2:246-252

共引文献292

同被引文献590

引证文献97

二级引证文献403

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部