Document Detail


Structure from planar motion.
MedLine Citation:
PMID:  17076405     Owner:  NLM     Status:  MEDLINE    
Abstract/OtherAbstract:
Planar motion is arguably the most dominant type of motion in surveillance videos. The constraints on motion lead to a simplified factorization method for structure from planar motion when using a stationary perspective camera. Compared with methods for general motion, our approach has two major advantages: a measurement matrix that fully exploits the motion constraints is formed such that the new measurement matrix has a rank of at most 3, instead of 4; the measurement matrix needs similar scalings, but the estimation of fundamental matrices or epipoles is not needed. Experimental results show that the algorithm is accurate and fairly robust to noise and inaccurate calibration. As the new measurement matrix is a nonlinear function of the observed variables, a different method is introduced to deal with the directional uncertainty in the observed variables. Differences and the dual relationship between planar motion and planar object are also clarified. Based on our method, a fully automated vehicle reconstruction system has been designed.
Authors:
Jian Li; Rama Chellappa
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Publication Detail:
Type:  Evaluation Studies; Journal Article; Research Support, U.S. Gov't, Non-P.H.S.    
Journal Detail:
Title:  IEEE transactions on image processing : a publication of the IEEE Signal Processing Society     Volume:  15     ISSN:  1057-7149     ISO Abbreviation:  IEEE Trans Image Process     Publication Date:  2006 Nov 
Date Detail:
Created Date:  2006-11-01     Completed Date:  2006-11-28     Revised Date:  -    
Medline Journal Info:
Nlm Unique ID:  9886191     Medline TA:  IEEE Trans Image Process     Country:  United States    
Other Details:
Languages:  eng     Pagination:  3466-77     Citation Subset:  IM    
Affiliation:
Center for Automation Research, University of Maryland, College Park, MD 20742, USA. lij@cfar.umd.edu
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MeSH Terms
Descriptor/Qualifier:
Algorithms*
Artificial Intelligence*
Cluster Analysis
Image Enhancement / methods*
Image Interpretation, Computer-Assisted / methods*
Imaging, Three-Dimensional / methods*
Information Storage and Retrieval / methods
Motion
Pattern Recognition, Automated / methods*

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine


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