DocumentCode
2592140
Title
YES - YEt another object segmentation: Exploiting camera movement
Author
Nalpantidis, Lazaros ; Björkman, Mårten ; Kragic, Danica
Author_Institution
Centre for Autonomous Syst., R. Inst. of Technol. (KTH), Stockholm, Sweden
fYear
2012
fDate
7-12 Oct. 2012
Firstpage
2116
Lastpage
2121
Abstract
We address the problem of object segmentation in image sequences where no a-priori knowledge of objects is assumed. We take advantage of robots´ ability to move, gathering multiple images of the scene. Our approach starts by extracting edges, uses a polar domain representation and performs integration over time based on a simple dilation operation. The proposed system can be used for providing reliable initial segmentation of unknown objects in scenes of varying complexity, allowing for recognition, categorization or physical interaction with the objects. The experimental evaluation on both self-captured and a publicly available dataset shows the efficiency and stability of the proposed method.
Keywords
cameras; image segmentation; image sequences; YES; camera movement; image sequences; object segmentation; polar domain representation; Correlation; Detectors; Image edge detection; Image segmentation; Object segmentation; Optical imaging; Robots;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
Conference_Location
Vilamoura
ISSN
2153-0858
Print_ISBN
978-1-4673-1737-5
Type
conf
DOI
10.1109/IROS.2012.6385890
Filename
6385890
Link To Document