Line detection in images showing significant lens distortion and application to distortion correction

نویسندگان

  • Miguel Alemán-Flores
  • Luis Álvarez
  • Luis Gómez
  • Daniel Santana-Cedrés
چکیده

Lines are one of the basic primitives used by the perceptual system to analyze and interpret a scene. Therefore, line detection is a very important issue for the robustness and flexibility of Computer Vision systems. However, in the case of images showing a significant lens distortion, standard line detection methods fail because lines are not straight. In this paper we present a new technique to deal with this problem: we propose to extend the usual Hough representation by introducing a new parameter which corresponds to the lens distortion, in such a way that the search space is a three-dimensional space, which includes orientation, distance to the origin and also distortion. Using the collection of distorted lines which have been recovered, we are able to estimate the lens distortion, remove it and create a new distortion-free image by using a two-parameter lens distortion model. We present some ∗Corresponding author: Tel. +34 928 458708 Email addresses: [email protected] (M. Alemán-Flores), [email protected] (L. Alvarez), [email protected] (L. Gomez), [email protected] (D. Santana-Cedrés) Preprint submitted to Pattern Recognition Letters May 7, 2013 experiments in a variety of images which show the ability of the proposed approach to extract lines in images showing a significant lens distortion.

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عنوان ژورنال:
  • Pattern Recognition Letters

دوره 36  شماره 

صفحات  -

تاریخ انتشار 2014