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A Structured Review of Deep Learning Approaches and Image-Preprocessing Techniques for Automated Contact Allergy Patch Test Interpretation.

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Title: A Structured Review of Deep Learning Approaches and Image-Preprocessing Techniques for Automated Contact Allergy Patch Test Interpretation.
Authors: Stragyte D; Faculty of Medicine, Medical Academy, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania., Mikalauskas G; Department of Skin and Venereal Diseases, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania., Gaidulevic K; Department of Skin and Venereal Diseases, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania., Paukstaitiene R; Department of Physics, Mathematics and Biophysics, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania., Stasaitis K; Department of Emergency Medicine, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania., Raudonis V; Automation Department, Faculty of Electrical and Electronics Engineering, Kaunas University of Technology, LT-51368 Kaunas, Lithuania., Valiukeviciene S; Faculty of Medicine, Medical Academy, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.
Source: Medical sciences (Basel, Switzerland) [Med Sci (Basel)] 2026 Jun 15; Vol. 14 (2). Date of Electronic Publication: 2026 Jun 15.
Publication Type: Journal Article; Review; Research Support, Non-U.S. Gov't
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101629322 Publication Model: Electronic Cited Medium: Internet ISSN: 2076-3271 (Electronic) Linking ISSN: 20763271 NLM ISO Abbreviation: Med Sci (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A Structured Review of Deep Learning Approaches and Image-Preprocessing Techniques for Automated Contact Allergy Patch Test Interpretation.
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  Data: <searchLink fieldCode="AU" term="%22Stragyte+D%22">Stragyte D</searchLink>; Faculty of Medicine, Medical Academy, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Mikalauskas+G%22">Mikalauskas G</searchLink>; Department of Skin and Venereal Diseases, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Gaidulevic+K%22">Gaidulevic K</searchLink>; Department of Skin and Venereal Diseases, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Paukstaitiene+R%22">Paukstaitiene R</searchLink>; Department of Physics, Mathematics and Biophysics, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Stasaitis+K%22">Stasaitis K</searchLink>; Department of Emergency Medicine, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Raudonis+V%22">Raudonis V</searchLink>; Automation Department, Faculty of Electrical and Electronics Engineering, Kaunas University of Technology, LT-51368 Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Valiukeviciene+S%22">Valiukeviciene S</searchLink>; Faculty of Medicine, Medical Academy, Lithuanian University of Health Sciences, LT-44307 Kaunas, Lithuania.
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