Methods for optimizing the identification of pollen grains using statistical, dynamic, textural, and image-specific features have been developed. Point-wise and nonlinear contour matching techniques for the input and reference objects-images of pollen grains-have been studied, along with the adjustment of raster parameters. Mechanisms have been implemented for reducing zero contour points, decreasing raster dimensionality, scaling, threshold and level control, encoding and placement of microobject images based on a pyramidal model, selection of reference contour points, cognitive analysis, and point search through annealing and prohibition, using stochastic modeling based on a truncated Markov chain. A computer-based identification system has been implemented in C++ using the CUDA parallel computing environment for the recognition, classification, and systematization of pollen grains.
| Mualliflar | Жуманов, И.И., Холмонов, С.М., Джуманов, О.И. |
|---|---|
| Jurnal | Рақамли технологияларнинг назарий ва амалий масалалари |
| Nashriyot | ТАТУ Самарқанд филиали |
| ISSN | 2181-3086, 2181-3094 |
| Nashr sanasi | 2025-07-25 |
| Jild | 8 |
| Son | 2 |
| Betlar | 146-153 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| DOI | 10.62132/ijdt.v8i2.277 |
| Indeksga qo‘shilgan | 2026-08-26 |
DOI: 10.62132/ijdt.v8i2.277 · Maqolaning asl sahifasi
идентификация, изображение, пыльцевые зерна, распознавание, классификация, погрешность, трудоемкость, стоимость, комплекс программ, identification, image, pollen grains, recognition, classification, error rate, labor intensity, cost, software complex
| APA | Жуманов, И.И., Холмонов, С.М., & Джуманов, О.И. (2025). Parametric Optimization of Identification in Pollen Grain Image Recognition. Рақамли технологияларнинг назарий ва амалий масалалари, 8(2), 146-153. https://doi.org/10.62132/ijdt.v8i2.277 |
|---|---|
| GOST (OAK) | Жуманов, И.И., Холмонов, С.М., Джуманов, О.И. Parametric Optimization of Identification in Pollen Grain Image Recognition // Рақамли технологияларнинг назарий ва амалий масалалари. – 2025. – T. 8, № 2. – P. 146-153. – DOI: 10.62132/ijdt.v8i2.277. |
| MLA | Жуманов, И.И., Холмонов, С.М., and Джуманов, О.И. “Parametric Optimization of Identification in Pollen Grain Image Recognition.” Рақамли технологияларнинг назарий ва амалий масалалари, 8(2), 146-153, 2025. https://doi.org/10.62132/ijdt.v8i2.277 |
| Chicago | Жуманов, И.И., Холмонов, С.М., and Джуманов, О.И. “Parametric Optimization of Identification in Pollen Grain Image Recognition.” Рақамли технологияларнинг назарий ва амалий масалалари, 8(2), 146-153 (2025). https://doi.org/10.62132/ijdt.v8i2.277 |
| Harvard | Жуманов, И.И., Холмонов, С.М., and Джуманов, О.И (2025) ‘Parametric Optimization of Identification in Pollen Grain Image Recognition’, Рақамли технологияларнинг назарий ва амалий масалалари, 8(2), 146-153. https://doi.org/10.62132/ijdt.v8i2.277 |
| BibTeX | @article{article2025,
title = {Parametric Optimization of Identification in Pollen Grain Image Recognition},
author = {Жуманов, И.И. and Холмонов, С.М. and Джуманов, О.И.},
journal = {Рақамли технологияларнинг назарий ва амалий масалалари},
year = {2025},
volume = {8},
number = {2},
pages = {146-153},
doi = {10.62132/ijdt.v8i2.277},
url = {https://doi.org/10.62132/ijdt.v8i2.277}
} |
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