دانلود مقاله ISI انگلیسی شماره 81305
ترجمه فارسی عنوان مقاله

پردازش تصویر با استفاده از اتوماتای سلولی 3 حالت

عنوان انگلیسی
Image processing using 3-state cellular automata
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
81305 2010 13 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Computer Vision and Image Understanding, Volume 114, Issue 7, July 2010, Pages 790–802

ترجمه کلمات کلیدی
ماشین های سلولی - تجزیه آستانه؛ کاهش حالت؛ انتخاب ویژگی؛ حذف نویز
کلمات کلیدی انگلیسی
Cellular automata; Threshold decomposition; State reduction; Feature selection; Denoising
پیش نمایش مقاله
پیش نمایش مقاله  پردازش تصویر با استفاده از اتوماتای سلولی 3 حالت

چکیده انگلیسی

This paper describes the application of cellular automata (CA) to various image processing tasks such as denoising and feature detection. Whereas our previous work mainly dealt with binary images, the current work operates on intensity images. The increased number of cell states (i.e. pixel intensities) leads to a vast increase in the number of possible rules. Therefore, a reduced intensity representation is used, leading to a three state CA that is more practical. In addition, a modified sequential floating forward search mechanism is developed in order to speed up the selection of good rule sets in the CA training stage. Results are compared with our previous method based on threshold decomposition, and are found to be generally superior. The results demonstrate that the CA is capable of being trained to perform many different tasks, and that the quality of these results is in many cases comparable or better than established specialised algorithms.