Рақамли технологияларнинг назарий ва амалий масалалари 8-том 1-сан (2025) · 105-113-беттер

Optimization of identification of micro-objects based on morphological and brightness characteristics of image points

Жуманов, И.И., Сафаров, Р.А., Джуманов, О.И.

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Аннотация

A methodology has been developed for optimizing the identification, recognition, and classification of micro-objects based on dynamic models combined with neural networks with tools for filtering impulse interference and noise, foreign particles, and other defects of image points; the methods and models of which are used in the systems of palynology, ecology, environmental protection, medicine, and other fields of knowledge. Identification mechanisms have been developed, including tools for contour extraction, segmentation, obtaining segment boundaries with hard and soft thresholds, and filtering using morphological characteristics of the image. Estimates of identification errors due to inadequacy of approximation, interpolation, and extrapolation of the image contour have been obtained. A software package for recognizing and classifying images of micro-objects has been developed, in which cubic, biquadratic, and interpolation spline functions and wavelet transformation have been synthesized.

изображениемикрообъектидентификацияраспознаваниеклассификацияфильтрацияэффективностьпрограммный комплексimagemicro-object

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Цитата алуу

APA 7
Жуманов, И.И., Сафаров, Р.А. & Джуманов, О.И. (2025). Optimization of identification of micro-objects based on morphological and brightness characteristics of image points. Рақамли технологияларнинг назарий ва амалий масалалари, 8(1), 105-113.
GOST R 7.0.5
Жуманов, И.И., Сафаров, Р.А., Джуманов, О.И. Optimization of identification of micro-objects based on morphological and brightness characteristics of image points // Рақамли технологияларнинг назарий ва амалий масалалари. 2025. Т. 8. № 1. С. 105-113.
BibTeX
@article{и.и.2025,
  author  = {Жуманов, И.И. and Сафаров, Р.А. and Джуманов, О.И.},
  title   = {Optimization of identification of micro-objects based on morphological and brightness characteristics of image points},
  journal = {Рақамли технологияларнинг назарий ва амалий масалалари},
  year    = {2025},
  volume  = {8},
  number  = {1},
  pages   = {105-113}
}
RIS
TY  - JOUR
AU  - Жуманов, И.И.
AU  - Сафаров, Р.А.
AU  - Джуманов, О.И.
TI  - Optimization of identification of micro-objects based on morphological and brightness characteristics of image points
JO  - Рақамли технологияларнинг назарий ва амалий масалалари
PY  - 2025
VL  - 8
IS  - 1
SP  - 105
EP  - 113
ER  -