Automatic recognition of human walking in monocular image sequences

被引:7
作者
Cheng, JC [1 ]
Moura, JMF [1 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
来源
JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY | 1998年 / 20卷 / 1-2期
关键词
D O I
10.1023/A:1008022408023
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In numerous content-based video applications, it is important to extract from a video sequence a representation for humans in motion. This task is difficult, because humans are not rigid objects and they are capable of performing a wide variety of actions. However, often, human movements can be categorized into repetitive and rhythmic patterns of motion. Identifying the motion pattern of a human significantly alleviates the task of construction of its representation. We propose here a model-based recognition of the generic posture of human walking in dynamic scenes. We model the human body as an articulated object connected by joints and rigid parts, and model the human walking as a periodic motion. The recognition task is to fit the model walker sequence to the walker in the live video (data walker sequence). We achieve this by determining the period of the data walker sequence and finding its phase with respect to the model walker sequence. We present promising results of how our system performs with a live video sequence.
引用
收藏
页码:107 / 120
页数:14
相关论文
共 19 条
[2]  
ANANDAN P, 1995, P IEEE INT C IM PROC, V1, P318
[3]  
Badler N. I., 1993, Simulating humans: computer graphics animation and control
[4]  
Barrow Harry G., 1977, P IMAGE UNDERSTANDIN
[5]  
CANNY JF, 1986, PAMI, V8, P6, DOI DOI 10.1109/TPAMI.1986.4767851
[6]  
CHENG JC, 1997, P IEEE INT C IM PROC, V1, P137
[7]   3-D model-based tracking of humans in action: A multi-view approach [J].
Gavrila, DM ;
Davis, LS .
1996 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1996, :73-80
[8]  
HOGG D, 1983, IMAGE VISION COMPUT, V1, P5, DOI DOI 10.1016/0262-8856(83)90003-3
[9]  
JASINSCHI RS, 1995, THESIS CARNEGIEMELLO
[10]  
JASINSCHI RS, 1995, P IEEE INT C IM PROC, V2, P229