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Distance measures between digital fuzzy objects and their applicability in image processing
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- Curic, Vladimir, 1981- (author)
- Uppsala universitet,Centrum för bildanalys,Bildanalys och människa-datorinteraktion
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- Lindblad, Joakim (author)
- Swedish University of Agricultural Sciences,Sveriges lantbruksuniversitet,Uppsala universitet,Centrum för bildanalys,Bildanalys och människa-datorinteraktion,,Centre for Image Analysis,Serbian Academy of Sciences and Arts
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- Sladoje, Natasa (author)
- Uppsala universitet,Centrum för bildanalys,Bildanalys och människa-datorinteraktion,Faculty of Technical Sciences, University of Novi Sad, Serbia,University of Novi Sad
- (creator_code:org_t)
- ISBN 9783642210723
- Berlin, Heidelberg : Springer Berlin/Heidelberg, 2011
- 2011
- English.
- In: Combinatorial Image Analysis. - Berlin, Heidelberg : Springer Berlin/Heidelberg. - 9783642210723 ; 6636, s. 385-397
- Conference paper (peer-reviewed)
Abstract
Subject headings
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- We present two different extensions of the Sum of minimal distances and the Complement weighted sum of minimal distances to distances between fuzzy sets. We evaluate to what extent the proposed distances show monotonic behavior with respect to increasing translation and rotation of digital objects, in noise free, as well as in noisy conditions. Tests show that one of the extension approaches leads to distances exhibiting very good performance. Furthermore, we evaluate distance based classification of crisp and fuzzy representations of objects at a range of resolutions. We conclude that the proposed distances are able to utilize the additional information available in a fuzzy representation, thereby leading to improved performance of related image processing tasks.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datorseende och robotik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Vision and Robotics (hsv//eng)
- NATURVETENSKAP -- Matematik -- Diskret matematik (hsv//swe)
- NATURAL SCIENCES -- Mathematics -- Discrete Mathematics (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Keyword
- Fuzzy sets
- set distance
- registration
- classification
- Image analysis
- Bildanalys
- Datoriserad bildanalys
- Computerized Image Analysis
- Datoriserad bildbehandling
- Computerized Image Processing
Publication and Content Type
- ref (subject category)
- kon (subject category)
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