Scientific and methodological principles for optimizing the processes of identification, recognition, and classification of micro-objects have been developed based on the use of component characteristics in the image structure. Tools for extracting statistical, dynamic, and morphological characteristics and a method for rarefying excess points on the surface of micro-objects have been proposed. Modified network training algorithms have been developed with tools for adjusting variable values, error control at the boundaries of acceptable values, and taking into account stationary, quasi-stationary, and non-stationary behavior of image points when forming training sets. The efficiency of the algorithms was studied according to the criteria of mean square error and information processing speed. A software package for visualization, recognition, and classification of pollen grain images was developed, the implementations of which were tested under conditions of a priori insufficiency, uncertainty, and non-stationarity of processes
| Mualliflar | Жуманов, И.И., Сафаров, Р.А., Джуманов, О.И. |
|---|---|
| Jurnal | Рақамли технологияларнинг назарий ва амалий масалалари |
| Nashriyot | ТАТУ Самарқанд филиали |
| ISSN | 2181-3086, 2181-3094 |
| Nashr sanasi | 2025-08-01 |
| Jild | 8 |
| Son | 3 |
| Betlar | 29-37 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| DOI | 10.62132/ijdt.v8i3.283 |
| Indeksga qo‘shilgan | 2026-08-26 |
DOI: 10.62132/ijdt.v8i3.283 · Maqolaning asl sahifasi
изображение, микрообъект, идентификация, распознавание, классификация, гибридная модель, нейронная сеть, оптимизация, программный комплекс, image, micro-object, identification, recognition, classification, hybrid model, neural network, optimization, software package
| APA | Жуманов, И.И., Сафаров, Р.А., & Джуманов, О.И. (2025). Identification, Recognition, and Classification of Micro-Objects Based on Image Point Sparsification. Рақамли технологияларнинг назарий ва амалий масалалари, 8(3), 29-37. https://doi.org/10.62132/ijdt.v8i3.283 |
|---|---|
| GOST (OAK) | Жуманов, И.И., Сафаров, Р.А., Джуманов, О.И. Identification, Recognition, and Classification of Micro-Objects Based on Image Point Sparsification // Рақамли технологияларнинг назарий ва амалий масалалари. – 2025. – T. 8, № 3. – P. 29-37. – DOI: 10.62132/ijdt.v8i3.283. |
| MLA | Жуманов, И.И., Сафаров, Р.А., and Джуманов, О.И. “Identification, Recognition, and Classification of Micro-Objects Based on Image Point Sparsification.” Рақамли технологияларнинг назарий ва амалий масалалари, 8(3), 29-37, 2025. https://doi.org/10.62132/ijdt.v8i3.283 |
| Chicago | Жуманов, И.И., Сафаров, Р.А., and Джуманов, О.И. “Identification, Recognition, and Classification of Micro-Objects Based on Image Point Sparsification.” Рақамли технологияларнинг назарий ва амалий масалалари, 8(3), 29-37 (2025). https://doi.org/10.62132/ijdt.v8i3.283 |
| Harvard | Жуманов, И.И., Сафаров, Р.А., and Джуманов, О.И (2025) ‘Identification, Recognition, and Classification of Micro-Objects Based on Image Point Sparsification’, Рақамли технологияларнинг назарий ва амалий масалалари, 8(3), 29-37. https://doi.org/10.62132/ijdt.v8i3.283 |
| BibTeX | @article{article2025,
title = {Identification, Recognition, and Classification of Micro-Objects Based on Image Point Sparsification},
author = {Жуманов, И.И. and Сафаров, Р.А. and Джуманов, О.И.},
journal = {Рақамли технологияларнинг назарий ва амалий масалалари},
year = {2025},
volume = {8},
number = {3},
pages = {29-37},
doi = {10.62132/ijdt.v8i3.283},
url = {https://doi.org/10.62132/ijdt.v8i3.283}
} |
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