Title :
An L∞ approach to structure and motion problems in ID-vision
Author :
Åström, Kalle ; Enquist, Olof ; Olsson, Carl ; Kahl, Fredrik ; Hartley, Richard
Author_Institution :
Lund Univ., Lund
Abstract :
The structure and motion problem of multiple one- dimensional projections of a two-dimensional environment is studied. One-dimensional cameras have proven useful in several different applications, most prominently for autonomous guided vehicles, but also in ordinary vision for analysing planar motion and the projection of lines. Previous results on one-dimensional vision are limited to classifying and solving minimal cases, bundle adjustment for finding local minima to the structure and motion problem and linear algorithms based on algebraic cost functions. In this paper, we present a method for finding the global minimum to the structure and motion problem using the max norm of reprojection errors. We show how the optimal solution can be computed efficiently using simple linear programming techniques. The algorithms have been tested on a variety of different scenarios, both real and synthetic, with good performance. In addition, we show how to solve the multiview triangulation problem, the camera pose problem and how to dualize the algorithm in the Carlsson duality sense, all within the same framework.
Keywords :
computer vision; image motion analysis; linear programming; 1D-vision; Carlsson duality sense; algebraic cost functions; linear programming techniques; motion problem; motion problems; multiple one-dimensional projections; multiview triangulation problem; one-dimensional cameras; planar motion; reprojection errors; Automotive engineering; Cameras; Cost function; Mobile robots; Motion analysis; Navigation; Optimization methods; Remotely operated vehicles; Simultaneous localization and mapping; Systems engineering and theory;
Conference_Titel :
Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-1630-1
Electronic_ISBN :
1550-5499
DOI :
10.1109/ICCV.2007.4408914