DocumentCode
2640614
Title
Moving object detection and camera motion analysis from moving camera
Author
Vavilin, Andrey ; Jo, Kang-Hyun
Author_Institution
Electr. Eng. Dept., Univ. of Ulsan, Ulsan, South Korea
fYear
2012
fDate
25-28 Oct. 2012
Firstpage
4171
Lastpage
4176
Abstract
This paper describes an approach for the scene motion analysis in complex scenes from moving camera. Proposed method consists of two parts. First image of the sequence is used to compose a triangular grid which vertices are used as a feature points in further processing. Grid is optimized in order to increase number of elements in the regions with higher level of details. Description vector based on color and edge distribution associated with each vertex. These feature vectors are used to track vertices in a frame sequence. Grid is then updated in order by removing mismatched vertices. New vertices are added in grid segments with high level of details. A difference between vertices coordinates in consequent frames form vector field which is used for motion analysis. On the second step motion field is analyzed in order to find regions with similar motion vectors. These regions are then classified as a moving object of as a part of the background. Vertices corresponding to one moving object are tracked as a group preserving geometrical relationship between connected points.
Keywords
geometry; image sequences; motion estimation; object detection; camera motion analysis; color distribution; complex scenes; consequent frames; description vector; edge distribution; feature points; grid segments; group preserving geometrical relationship; image sequence; moving camera; moving object detection; optimized frame sequence; scene motion analysis; second step motion field; triangular grid; vertices coordinates; Electrical engineering; Parameter estimation; Support vector machine classification; Tracking; background model generation; camera motion estimation; motion analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location
Montreal, QC
ISSN
1553-572X
Print_ISBN
978-1-4673-2419-9
Electronic_ISBN
1553-572X
Type
conf
DOI
10.1109/IECON.2012.6389221
Filename
6389221
Link To Document