Adaptive generalized vector median filter

Bogdan Smolka

doi:10.1007/978-3-540-85920-8_4

Adaptive generalized vector median filter

Bogdan Smolka

Katedra Inżynierii i Analizy Eksploracyjnej Danych (RAU/RAU4)

Wyniki badań: Rozdział w książce/raport/materiał konferencyjny › Wkład w konferencję › recenzja

Abstrakt

In this paper, a new adaptive filter intended for the attenuation of impulse noise in color images is proposed. The new filtering design is based on the concept of a peer group of pixels sharing similar chromatic properties. The novel approach adaptively determines the size of the peer group which minimizes the aggregated distance to the peer group members, utilizing the Fisher linear discriminant. The analysis of the obtained noise reduction results leads to the conclusion that the new filter is capable of reducing even strong impulse noise, while preserving and even enhancing the edges of color images. This unique property of the proposed filtering design is shown on examples of color biomedical images.

Język oryginału	angielski
Tytuł publikacji goszczącej	Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings
Strony	30-37
Liczba stron	8
Identyfikatory DOI	https://doi.org/10.1007/978-3-540-85920-8_4
Status publikacji	Opublikowano - 2008
Wydarzenie	13th Iberoamerican Congress on Pattern Recognition, CIARP 2008 - Havana, Kuba Czas trwania: 9 wrz 2008 → 12 wrz 2008

Seria publikacji

Nazwa	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Tom	5197 LNCS
ISSN (drukowany)	0302-9743
ISSN (elektroniczny)	1611-3349

Konferencja

Konferencja	13th Iberoamerican Congress on Pattern Recognition, CIARP 2008
Kraj/Terytorium	Kuba
Miejscowość	Havana
Okres	9/09/08 → 12/09/08

Obszary tematyczne ASJC Scopus

Informatyka teoretyczna
Informatyka ogólna

Uzyskaj dostęp do dokumentu

10.1007/978-3-540-85920-8_4

Inne pliki i linki

Link do publikacji w Scopus

Cytowanie

Smolka, B. (2008). Adaptive generalized vector median filter. W Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings (str. 30-37). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Tom 5197 LNCS). https://doi.org/10.1007/978-3-540-85920-8_4

@inproceedings{79456b45d37546ccbb9fd130441242f9,

title = "Adaptive generalized vector median filter",

abstract = "In this paper, a new adaptive filter intended for the attenuation of impulse noise in color images is proposed. The new filtering design is based on the concept of a peer group of pixels sharing similar chromatic properties. The novel approach adaptively determines the size of the peer group which minimizes the aggregated distance to the peer group members, utilizing the Fisher linear discriminant. The analysis of the obtained noise reduction results leads to the conclusion that the new filter is capable of reducing even strong impulse noise, while preserving and even enhancing the edges of color images. This unique property of the proposed filtering design is shown on examples of color biomedical images.",

keywords = "Color image processing, Image enhancement, Impulse noise reduction",

author = "Bogdan Smolka",

year = "2008",

doi = "10.1007/978-3-540-85920-8\_4",

language = "English",

isbn = "3540859195",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

pages = "30--37",

booktitle = "Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings",

note = "13th Iberoamerican Congress on Pattern Recognition, CIARP 2008 ; Conference date: 09-09-2008 Through 12-09-2008",

}

Smolka, B 2008, Adaptive generalized vector median filter. w Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), tom 5197 LNCS, str. 30-37, 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Havana, Kuba, 9/09/08. https://doi.org/10.1007/978-3-540-85920-8_4

Adaptive generalized vector median filter. / Smolka, Bogdan.
Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings. 2008. str. 30-37 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Tom 5197 LNCS).

Wyniki badań: Rozdział w książce/raport/materiał konferencyjny › Wkład w konferencję › recenzja

TY - GEN

T1 - Adaptive generalized vector median filter

AU - Smolka, Bogdan

PY - 2008

Y1 - 2008

N2 - In this paper, a new adaptive filter intended for the attenuation of impulse noise in color images is proposed. The new filtering design is based on the concept of a peer group of pixels sharing similar chromatic properties. The novel approach adaptively determines the size of the peer group which minimizes the aggregated distance to the peer group members, utilizing the Fisher linear discriminant. The analysis of the obtained noise reduction results leads to the conclusion that the new filter is capable of reducing even strong impulse noise, while preserving and even enhancing the edges of color images. This unique property of the proposed filtering design is shown on examples of color biomedical images.

AB - In this paper, a new adaptive filter intended for the attenuation of impulse noise in color images is proposed. The new filtering design is based on the concept of a peer group of pixels sharing similar chromatic properties. The novel approach adaptively determines the size of the peer group which minimizes the aggregated distance to the peer group members, utilizing the Fisher linear discriminant. The analysis of the obtained noise reduction results leads to the conclusion that the new filter is capable of reducing even strong impulse noise, while preserving and even enhancing the edges of color images. This unique property of the proposed filtering design is shown on examples of color biomedical images.

KW - Color image processing

KW - Image enhancement

KW - Impulse noise reduction

UR - https://www.scopus.com/pages/publications/55349145998

U2 - 10.1007/978-3-540-85920-8_4

DO - 10.1007/978-3-540-85920-8_4

M3 - Conference contribution

AN - SCOPUS:55349145998

SN - 3540859195

SN - 9783540859192

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 30

EP - 37

BT - Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings

T2 - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008

Y2 - 9 September 2008 through 12 September 2008

ER -

Smolka B. Adaptive generalized vector median filter. W Progress in Pattern Recognition, Image Analysis and Applications - 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Proceedings. 2008. str. 30-37. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-540-85920-8_4

Adaptive generalized vector median filter

Abstrakt

Seria publikacji

Konferencja

Obszary tematyczne ASJC Scopus

Uzyskaj dostęp do dokumentu

Inne pliki i linki

Fingerprint

Cytowanie