DocumentCode
1965184
Title
Video-based human posture recognition
Author
Herrero-Jaraba, Elías ; Orrite-Uruñuela, Carlos ; Monzón, Fernando ; Buldain, David
Author_Institution
Comput. Vision Lab, Aragon Inst. for Eng. Res., Zaragoza, Spain
fYear
2004
fDate
21-22 July 2004
Firstpage
19
Lastpage
22
Abstract
We propose a human behaviour recognition system based on video sequences. Our aim is to identify one among several kinds of actions performed by a single person in a particular scenery. Each frame will be processed, detecting the moving objects and using a new statistical-based algorithm to erase shadows. The final step consists of the extraction of different kinds of other human contour points. Correspondences between each contour pattern and posture will be achieved by using classical pattern classifiers (K-neighbours and Mahalanobis distance), and also with a modified self organized map (SOM). We will analyze and compare the obtained results, combining the contour patterns with some information concerning temporal relationship in consecutive movements, in order to improve the correct action detection.
Keywords
behavioural sciences computing; feature extraction; image colour analysis; image motion analysis; image sequences; object detection; pattern classification; self-organising feature maps; video signal processing; Mahalanobis distance; action detection; characteristic extraction; consecutive movements; contour pattern; human activity recognition; human behaviour recognition system; human contour point extraction; image frame processing; k-neighbours; moving object detection; pattern classification; self organized map; shadow erasure; statistical-based algorithm; temporal relationship; video sequences; video-based human posture recognition; Cameras; Computer vision; Databases; Humans; Information analysis; Layout; Legged locomotion; Pattern analysis; Pattern recognition; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence for Homeland Security and Personal Safety, 2004. CIHSPS 2004. Proceedings of the 2004 IEEE International Conference on
Print_ISBN
0-7803-8381-8
Type
conf
DOI
10.1109/CIHSPS.2004.1360200
Filename
1360200
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