Title :
Matlab Graphic User Interface for image segmentation using Markov random fields and entropy estimation with parallel processing
Author :
Gutierrez Mata, Osvaldo ; Serna Dominguez, Alejandro ; de la Rosa, Ismael ; Villa, Juan ; Gonzalez, E.
Author_Institution :
Inst. Tecnol. Super. de Fresnillo, Fresnillo, Mexico
Abstract :
In this work it is presented, described and tested a new Matlab Graphic User Interface (GUI) for image segmentation of degraded images using two probabilistic techniques, Markov random fields (MRF) and nonparametric entropy estimation. This GUI was created in order to integrate a series of steps needed for the segmentation process into a single visual environment to allow an easier handling of input images and saving of results. It is also used a powerful utility of the Matlab software concerning to parallel processing, with the aim of reduce the computational time because of the high time consumption of this kind of algorithms. Results show a very satisfactory performance of this tool, allowing us to make this task easier and faster.
Keywords :
Markov processes; computational complexity; entropy; graphical user interfaces; image segmentation; mathematics computing; parallel processing; GUI; MRF; Markov random fields; Matlab software; computational time; graphic user interface; image segmentation; nonparametric entropy estimation; parallel processing; probabilistic techniques; single visual environment; Artificial intelligence; Brain modeling; Computational modeling; Image segmentation; MATLAB; Mathematical model; Probabilistic logic; Markov random fields; entropy estimation; graphic user interface; image segmentation; parallel processing;
Conference_Titel :
Electronics, Communications and Computers (CONIELECOMP), 2014 International Conference on
Conference_Location :
Cholula
Print_ISBN :
978-1-4799-3468-3
DOI :
10.1109/CONIELECOMP.2014.6808596