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Detection of Planar Surfaces Based on RANSAC and LAD Plane Fitting. (CROSBI ID 557151)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Cupec, Robert ; Grbić, Ratko ; Nyarko, Emmanuel Karlo ; Sabo, Kristijan ; Scitkovski, Rudolf Detection of Planar Surfaces Based on RANSAC and LAD Plane Fitting. // Proceedings of the 4th European Conference on Mobile Robots / Petrović, Ivan ; Lilienthal, Achim J. (ur.). 2009. str. 37-42

Podaci o odgovornosti

Cupec, Robert ; Grbić, Ratko ; Nyarko, Emmanuel Karlo ; Sabo, Kristijan ; Scitkovski, Rudolf

engleski

Detection of Planar Surfaces Based on RANSAC and LAD Plane Fitting.

In this paper, a RANSAC-based approach for the detection of dominant planar surfaces in range images obtained by stereo vision is proposed. Plane hypotheses are generated by Least Absolute Deviation (LAD) plane fitting to points taken from the neighborhood of a randomly sampled point. This way, the probability that the points used to instantiate a plane lie on the same surface is increased. Furthermore, LAD plane fitting is used instead of commonly used Least-Squares fitting since it is much more robust to outliers. The proposed technique is evaluated using both synthetic data and real data obtained by a stereo camera system mounted on a mobile robot.

planar surface detection; LAD plane; RANSAC; range image segmentation

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Podaci o prilogu

37-42.

2009.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the 4th European Conference on Mobile Robots

Petrović, Ivan ; Lilienthal, Achim J.

Podaci o skupu

4th European Conference on Mobile Robots

poster

23.09.2009-25.09.2009

Mlini, Hrvatska; Dubrovnik, Hrvatska

Povezanost rada

Elektrotehnika, Računarstvo