Savić, Aleksandar; Živković, Suzana; Jovanović, Katarina; Dupochel, Ludovic; Kopriva, Ivica (2015) Complete determination of plant tissues based only on auto-fluorescence and the advanced image analysis – study of needles and stamens. Journal of chemometrics, 29 (10). pp. 521-527. ISSN 0886-9383
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Abstract
Finding the procedure for proper tissue determination is a challenging task in various fields of biology and medicine, unfortunately often affected by subjectivity of the histologist. We have introduced the method based on L0-norm constrained nonnegative matrix factorization and compared it with several algorithms on controlled, simulated set of images. The key advantage is the ability to extract much more components from the starting set of images (often small number) in comparison to other methods, providing more versatile set of parameters for tissue classification.
Item Type: | Article | ||||||||
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Uncontrolled Keywords: | image analysis; explicit feature maps; L0-norm constrained nonnegative matrix factorization; fluorescence microscopy | ||||||||
Subjects: | NATURAL SCIENCES NATURAL SCIENCES > Mathematics > Applied Mathematics and Mathematical Modeling TECHNICAL SCIENCES > Computing |
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Divisions: | Division of Laser and Atomic Research and Development | ||||||||
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Depositing User: | Ivica Kopriva | ||||||||
Date Deposited: | 13 Nov 2015 15:14 | ||||||||
URI: | http://fulir.irb.hr/id/eprint/2268 | ||||||||
DOI: | 10.1002/cem/2735 |
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