DocumentCode :
2958926
Title :
Motion Segmentation of 3D Video using Modified Shape Distribution
Author :
Yamasaki, Toshihiko ; Aizawa, Kiyoharu
Author_Institution :
Dept. of Frontier Informatics, Tokyo Univ.
fYear :
2006
fDate :
9-12 July 2006
Firstpage :
1909
Lastpage :
1912
Abstract :
In this paper, temporal segmentation of 3D video based on motion analysis is presented. 3D video is a sequence of 3D models made for a real-world dynamic object. A modified shape distribution algorithm is proposed to realize stable shape feature representation. In our approach, representative points are generated by clustering vertices based on their spatial distribution instead of randomly sampling vertices as in the original shape distribution algorithm. Motion segmentation is conducted analyzing local minima in degree of motion calculated in the feature vector space. The segmentation algorithm developed in this paper does not require any predefined threshold values but rely on relative relationships among local minima and local maxima of the motion. Therefore, robust segmentation has been achieved. The experiments using 3D video of traditional dances yielded encouraging results with the precision and recall rates of 93% and 88%, respectively, on average
Keywords :
feature extraction; image motion analysis; image representation; image segmentation; image sequences; pattern clustering; video signal processing; 3D video sequence; clustering process; feature extraction; modified shape distribution algorithm; motion analysis; motion segmentation; shape feature representation; spatial distribution; Clustering algorithms; Computer vision; Databases; Hidden Markov models; Histograms; Informatics; Motion analysis; Motion segmentation; Sampling methods; Shape;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2006 IEEE International Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
1-4244-0366-7
Electronic_ISBN :
1-4244-0367-7
Type :
conf
DOI :
10.1109/ICME.2006.262929
Filename :
4036998
Link To Document :
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