Differentiation of Pigmented Skin Lesions Based on Digital Processing of Optical Images
- Авторлар: Rimskaya E.N.1, Schadko A.O.1, Apollonova I.A.1, Nikolaev A.P.1, Briko A.N.1, Deshin I.A.1, Bereshnoy P.U.2, Kudrin K.G.3, Zaytsev K.I.1,4,5, Tuchin V.V.6, Reshetov I.V.4
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Мекемелер:
- Bauman Moscow State Technical University
- Plekhanov Russian University of Economics
- Institute for Advanced Studies of the Federal Medical Biological Agency of Russia
- Sechenov First Moscow State Medical University
- Prokhorov General Physics Institute, Russian Academy of Sciences
- Saratov State University
- Шығарылым: Том 126, № 5 (2019)
- Беттер: 503-513
- Бөлім: Biophotonics
- URL: https://ogarev-online.ru/0030-400X/article/view/165986
- DOI: https://doi.org/10.1134/S0030400X19050230
- ID: 165986
Дәйексөз келтіру
Аннотация
A method for differentiation of pigmented skin lesions is proposed that is based on digital processing of optical images. The optical images are detected using a digital camera and a standard for its color and spatial calibration. The method involves segmentation and automatic recognition of neoplasms on the basis of five parameters: diameter, area, color, shape, and border sharpness. The analysis reveals clinical features of the lesion, required for diagnosis, and allows for calculating the probability of its malignant transformation. The method proposed was tested on 360 digital images of in vivo skin pigment lesions, including ordinary dysplastic nevi and melanoma. The sensitivity and specificity of the method proved to be 97 and 95%, respectively.
Авторлар туралы
E. Rimskaya
Bauman Moscow State Technical University
Хат алмасуға жауапты Автор.
Email: romehelen@gmail.com
Ресей, Moscow, 105005
A. Schadko
Bauman Moscow State Technical University
Email: reshetoviv@mail.ru
Ресей, Moscow, 105005
I. Apollonova
Bauman Moscow State Technical University
Email: reshetoviv@mail.ru
Ресей, Moscow, 105005
A. Nikolaev
Bauman Moscow State Technical University
Email: reshetoviv@mail.ru
Ресей, Moscow, 105005
A. Briko
Bauman Moscow State Technical University
Email: reshetoviv@mail.ru
Ресей, Moscow, 105005
I. Deshin
Bauman Moscow State Technical University
Email: reshetoviv@mail.ru
Ресей, Moscow, 105005
P. Bereshnoy
Plekhanov Russian University of Economics
Email: reshetoviv@mail.ru
Ресей, Moscow, 117997
K. Kudrin
Institute for Advanced Studies of the Federal Medical Biological Agency of Russia
Email: reshetoviv@mail.ru
Ресей, Moscow, 125371
K. Zaytsev
Bauman Moscow State Technical University; Sechenov First Moscow State Medical University; Prokhorov General Physics Institute, Russian Academy of Sciences
Email: reshetoviv@mail.ru
Ресей, Moscow, 105005; Moscow, 119991; Moscow, 119991
V. Tuchin
Saratov State University
Email: reshetoviv@mail.ru
Ресей, Saratov, 410012
I. Reshetov
Sechenov First Moscow State Medical University
Хат алмасуға жауапты Автор.
Email: reshetoviv@mail.ru
Ресей, Moscow, 119991
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