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2009 NASA/ESA Conference on Adaptive Hardware and Systems
Evolution of Impulse Bursts Noise Filters
San Francisco, California, USA
July 29-August 01
ISBN: 978-0-7695-3714-6
| ASCII Text | x | ||
| Zdenek Vasicek, Michal Bidlo, Lukas Sekanina, Jim Torresen, Kyrre Glette, Marcus Furuholmen, "Evolution of Impulse Bursts Noise Filters," Adaptive Hardware and Systems, NASA/ESA Conference on, pp. 27-34, 2009 NASA/ESA Conference on Adaptive Hardware and Systems, 2009. | |||
| BibTex | x | ||
| @article{ 10.1109/AHS.2009.33, author = {Zdenek Vasicek and Michal Bidlo and Lukas Sekanina and Jim Torresen and Kyrre Glette and Marcus Furuholmen}, title = {Evolution of Impulse Bursts Noise Filters}, journal ={Adaptive Hardware and Systems, NASA/ESA Conference on}, volume = {0}, year = {2009}, isbn = {978-0-7695-3714-6}, pages = {27-34}, doi = {http://doi.ieeecomputersociety.org/10.1109/AHS.2009.33}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - Adaptive Hardware and Systems, NASA/ESA Conference on TI - Evolution of Impulse Bursts Noise Filters SN - 978-0-7695-3714-6 SP27 EP34 A1 - Zdenek Vasicek, A1 - Michal Bidlo, A1 - Lukas Sekanina, A1 - Jim Torresen, A1 - Kyrre Glette, A1 - Marcus Furuholmen, PY - 2009 KW - evolutionary design KW - image filter KW - impulse noise KW - impulse burst noise KW - evolutionary designed filter VL - 0 JA - Adaptive Hardware and Systems, NASA/ESA Conference on ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/AHS.2009.33
The paper deals with evolutionary design of impulse burst noise filters. As proposed filters utilize the filtering window of 5x5 pixels, the design method has to be able to manage 25 eight-bit inputs. The large number of inputs results in an evolutionary algorithm not able to produce reasonably working filters because of the so-called scalability problem of evolutionary circuit design. However, the filters are designed using an extended version of Cartesian Genetic Programming which enables to reduce the number of inputs by selecting the most important of them. Experimental evaluation of the method has shown that evolved filters exhibit better results than conventional solutions based on various median filters.
Index Terms:
evolutionary design, image filter, impulse noise, impulse burst noise, evolutionary designed filter
Citation:
Zdenek Vasicek, Michal Bidlo, Lukas Sekanina, Jim Torresen, Kyrre Glette, Marcus Furuholmen, "Evolution of Impulse Bursts Noise Filters," ahs, pp.27-34, 2009 NASA/ESA Conference on Adaptive Hardware and Systems, 2009
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