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Computer Optics, 2013, Volume 37, Issue 3, Pages 368–375 (Mi co750)  

IMAGE PROCESSING, PATTERN RECOGNITION

Optimization of kernel weights for error diffusion halftoning method

V. A. Fedoseevab

a Image Processing Systems Institute of the RAS
b S.P. Korolyov Samara State Aerospace University (National Reseach University)
References:
Abstract: This paper describes a study to find the best error diffusion kernel for halftone screening under various restrictions on the number of non-zero coefficients and their set of values. As an objective measure of quality WSNR was used. The problem of multidimensional optimization was solved numerically using several well-known algorithms: Nelder–Mead, BFGS, etc. The study found a kernel function that provides a quality gain of about 5% in comparison with the best of the commonly used kernel introduced by Floyd and Steinberg. Other obtained kernels allows to significantly reduce the computational complexity of the algorithm without reducing its quality. Since the method of error diffusion, significantly outperforming the methods used in the printing industry by quality, though not widely used in this area because of the relatively low speed, the results obtained in this work can contribute to improving its use.
Keywords: digital halftoning, errod diffusion, Floyd-Steinberg algorithm, Jarvis algorithm, contrast sensitivity function, WSNR, multidimensional optimization, Nelder–Mead method.
Funding agency Grant number
Russian Foundation for Basic Research 12-01-00822 a
12-07-00021-à
12-07-31056 ìîë_à
13-01-12080 îôè_ì
13-07-12103 îôè_ì
Grants of the President of the Russian Federation ÌÊ-3863.2013.9
Russian Academy of Sciences - Federal Agency for Scientific Organizations
Ministry of Science and Higher Education of the Russian Federation
The work was completed with partial financial support - RFBR grants (projects 12-01-00822, 12-07-00021-a, 12-07-31056, 13-01-12080, 13-01-97007, 13-07-12103); - grant of the President of the Russian Federation MK-3863.2013.9; - basic research programs of the RAS Presidium "Fundamental problems of Informatics and information technologies", project 2.12; - The Ministry of education and science of the Russian Federation (in accordance with the decree of the Government of Russia of 09.04.2010 No. 218).
Received: 15.06.2013
Document Type: Article
Language: Russian
Citation: V. A. Fedoseev, “Optimization of kernel weights for error diffusion halftoning method”, Computer Optics, 37:3 (2013), 368–375
Citation in format AMSBIB
\Bibitem{Fed13}
\by V.~A.~Fedoseev
\paper Optimization of kernel weights for error diffusion halftoning method
\jour Computer Optics
\yr 2013
\vol 37
\issue 3
\pages 368--375
\mathnet{http://mi.mathnet.ru/co750}
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  • https://www.mathnet.ru/eng/co750
  • https://www.mathnet.ru/eng/co/v37/i3/p368
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