DocumentCode
629793
Title
Iterative vanishing point estimation based on DBSCAN for omnidirectional image
Author
Hernandez, Danilo Caceres ; Van-Dung Hoang ; Kang-Hyun Jo
Author_Institution
Intell. Syst. Lab., Univ. of Ulsan, Ulsan, South Korea
fYear
2013
fDate
6-8 June 2013
Firstpage
651
Lastpage
655
Abstract
Regarding the autonomous of robot navigation, vanishing point (VP) plays an important role in visual robot applications such as iterative estimation of rotation angle for automatic control as well as scene understanding. Autonomous navigation systems must be able to recognize feature descriptors. Consequently, this navigating ability can help the system to identify roads, corridors, and stairs; ensuring autonomous navigation along the environments mentioned before the vanishing point detection is proposed. In this paper, the authors propose solutions for finding the vanishing point in real time based density-based spatial clustering of applications with noise (DBSCAN). First, we proposed to extract the longest segments of lines from the edge frame. Second, the set of intersection points for each pair of line segments are extracted by computing Lagrange coefficients. Finally, by using DBSCAN the VP is estimated. Preliminary results are performed and tested on a group of consecutive frames undertaken at Nam-gu Ulsan, South Korea to prove its effectiveness.
Keywords
edge detection; feature extraction; image denoising; iterative methods; mobile robots; natural scenes; navigation; object detection; object recognition; pattern clustering; robot vision; DBSCAN; Lagrange coefficient; automatic control; autonomous robot navigation; corridor identification; density-based spatial clustering of applications with noise; edge frame; feature descriptor recognition; intersection points set; iterative vanishing point estimation; lines segment extraction; omnidirectional image; road identification; rotation angle estimation; scene understanding; stair identification; vanishing point detection; visual robot application; Clustering algorithms; Estimation; Image edge detection; Image segmentation; Navigation; Polynomials; Roads; Autonomous ground navigation; DBSCAN; Omnidirectional camera; Vanishing point;
fLanguage
English
Publisher
ieee
Conference_Titel
Human System Interaction (HSI), 2013 The 6th International Conference on
Conference_Location
Sopot
ISSN
2158-2246
Print_ISBN
978-1-4673-5635-0
Type
conf
DOI
10.1109/HSI.2013.6577894
Filename
6577894
Link To Document