Title :
Building blocks for autonomous navigation using contour correspondences
Author :
Kumar, M. Pawan ; Jawahar, C.V. ; Narayanan, P.J.
Author_Institution :
Centre for Visual Inf. Technol., Int. Inst. of Inf. Technol., Hyderabad, India
Abstract :
We address a few problems in navigation of automated vehicles using images captured by a mounted camera. Specifically, we look at the recognition of sign boards, rectification of planar objects imaged by the camera and estimation of the position of a vehicle with respect to a fixed sign board. Our solutions are based on contour correspondence between a reference view and the current view. A mapping between corresponding points of a planar object in two different views is a 3×3 matrix called the homography. A novel two-step linear algorithm for homography calculation from contour correspondence is developed first. Our algorithm requires the identification of an image contour as the projections of a known planar world contour and the selection of a known starting point. The homography between the reference view and the target view is applied to several real-life navigation applications, results of which are presented in this paper.
Keywords :
cameras; edge detection; matrix algebra; object recognition; automated vehicle navigation; contour correspondence; homography; image contour identification; images capturing; mounted camera; planar object rectification; sign board recognition; two-step linear algorithm; Cameras; Image recognition; Information technology; Navigation; Remote sensing; Surveillance; Transmission line matrix methods; Vehicles; Visual servoing; Visualization;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1419759