Title: | An automatic stopping criterion for nonlinear anisotropic diffusion |
Authors: | Bustacara-Medina, César Flórez-Valencia, Leonardo |
Citation: | Journal of WSCG. 2018, vol. 26, no. 1, p. 37-48. |
Issue Date: | 2019 |
Publisher: | Václav Skala - UNION Agency |
Document type: | článek article |
URI: | http://hdl.handle.net/11025/35552 |
ISSN: | 1213-6964 (on-line) 1213-6972 (print) 1213-6980 (CD-ROM) |
Keywords: | vyhlazování;kritéria pro zastavení;nelineární anizotropní difúze;detekce okraje |
Keywords in different language: | smoothing;stopping criteria;nonlinear anisotropic diffusion;edge detection |
Abstract in different language: | Nonlinear anisotropic diffusion (NAD) filtering is a procedure based on nonlinear evolution PDEs which seeks to improve images qualitatively by removing noise while preserving details and even enhancing edges. However, well-known implementations are sensitive to parameters which are necessarily tuned to sharpen a narrow range of edge slopes; otherwise, edges are either blurred or staircased [Kee2002]. One important parameter is the iterations number, for that reason, in this paper a stopping criterion to halt the diffusion process is proposed. To meet this goal, two stopping criteria were compared. The first is the stopping criterion proposed by Joao et. al. [Joã2016], which is based on the Mean Squared Error (MSE). The second is our proposed method based on the CIRR contrast measure. To this end, a comparative analysis of five diffusion methods is performed. Four of them are nonlinear anisotropic diffusion methods and the fifth is the Perona-Malik method. According to the tests performed, the number of iterations required by the smoothing algorithms using the proposed stopping criterion is lower. |
Rights: | © Václav Skala - UNION Agency |
Appears in Collections: | Volume 27, Number 1 (2019) |
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File | Description | Size | Format | |
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Bustacara-Medina.pdf | Plný text | 3,6 MB | Adobe PDF | View/Open |
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