DocumentCode :
1198039
Title :
Outward-looking circular motion analysis of large image sequences
Author :
Jiang, Guang ; Wei, Yichen, Sr. ; Quan, Long, Sr. ; Tsui, Hung-Tat ; Shum, Heung Yeung, Sr.
Volume :
27
Issue :
2
fYear :
2005
Firstpage :
271
Lastpage :
277
Abstract :
This work presents a novel and simple method of analyzing the motion of a large image sequence captured by a calibrated outward-looking video camera moving on a circular trajectory for large-scale environment applications. Previous circular motion algorithms mainly focus on inward-looking turntable-like setups. They are not suitable for outward-looking motion where the conic trajectory of corresponding points degenerates to straight lines. The circular motion of a calibrated camera essentially has only one unknown rotation angle for each frame. The motion recovery for the entire sequence computes only one fundamental matrix of a pair of frames to extract the angular motion of the pair using Laguerre´s formula and then propagates the computation of the unknown rotation angles to the other frames by tracking one point over at least three frames. Finally, a maximum-likelihood estimation is developed for the optimization of the whole sequence. Extensive experiments demonstrate the validity of the method and the feasibility of the application in image-based rendering.
Keywords :
image motion analysis; image sequences; maximum likelihood estimation; optimisation; video cameras; video signal processing; Laguerre formula; angular motion; circular motion analysis; circular trajectory; image based rendering; image sequences; maximum likelihood estimation; optimization; rotation angles; video camera; Cameras; Image analysis; Image motion analysis; Image sequence analysis; Image sequences; Large-scale systems; Maximum likelihood estimation; Motion analysis; Rendering (computer graphics); Tracking; Index Terms- Structure from motion; circular motion; concentric mosaic.; single axis motion; Algorithms; Artificial Intelligence; Cluster Analysis; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Motion; Pattern Recognition, Automated; Photography; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique; Video Recording;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2005.34
Filename :
1374873
Link To Document :
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