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αLBP – a novel member of the Local Binary Pattern family based on α-cutting

Delic, Marija (author)
University of Novi Sad, Faculty of technical sciences
Lindblad, Joakim (author)
Uppsala universitet,Avdelningen för visuell information och interaktion,Bildanalys och människa-datorinteraktion,Mathematical Institute, Serbian Academy of Sciences and Arts, Belgrade, Serbia,Centre for Image Analysis
Sladoje, Natasa (author)
Uppsala universitet,Bildanalys och människa-datorinteraktion,Avdelningen för visuell information och interaktion,Mathematical Institute, Serbian Academy of Sciences and Arts, Belgrade, Serbia,Centre for Image Analysis
 (creator_code:org_t)
IEEE, 2015
2015
English.
In: Proc. 9th International Symposium on Image and Signal Processing and Analysis. - : IEEE. - 9781467380324 ; , s. 13-18
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • Local binary pattern (LBP) descriptors have been popular in texture classification in recent years. They were introduced as descriptors of local image texture and their histograms are shown to be well performing texture features. In this paper we introduce two new LBP descriptors, αLBP and its improved variant IαLBP. We evaluate their performance in classification by comparing them with some of the existing LBP descriptors - LBP, ILBP, shift LBP (SLBP) and with one ternary descriptor - LTP. The texture descriptors are evaluated on three datasets - KTH-TIPS2b, UIUC and Virus texture dataset. The novel descriptor outperforms the other descriptors on two datasets, KTH-TIPS2b and Virus, and is tied for first place with ILBP on the UIUC dataset.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
NATURVETENSKAP  -- Data- och informationsvetenskap -- Datorseende och robotik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Vision and Robotics (hsv//eng)

Keyword

Histograms
Binary codes
Accuracy
Fuzzy sets
Image processing
Noise
Computerized Image Processing
Datoriserad bildbehandling

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ref (subject category)
kon (subject category)

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Delic, Marija
Lindblad, Joakim
Sladoje, Natasa
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NATURAL SCIENCES
NATURAL SCIENCES
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Uppsala University

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