Classification models of artificial intelligence in the training of pathologists

Meliev, Farxod, Шадиев, У.Р., Мелиев, Ф.М., Маликов, З.А.

Al-Farg'oniy avlodlari · 2025-yil

Annotatsiya

The article discusses the implementation of modern classification models of artificial intelligence in the training of pathologists. The software package "GistoDiagnozUZ" has been developed, including modules for preprocessing, segmentation and classification of histological images. Experiments on open and proprietary datasets have shown an increase in the AUROC value to 0.93, a reduction in the time for slide analysis by almost half and a decrease in the cognitive load of pathologists. The results confirm that the integration of transfer learning and original CNN architectures improves diagnostic skills and can become the basis for standardized AI support in educational programs on pathomorphology.

Maqola ma’lumotlari
MualliflarMeliev, Farxod, Шадиев, У.Р., Мелиев, Ф.М., Маликов, З.А.
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2025-09-12
Son3
Betlar19-22
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Kalit so‘zlar

классификационные модели, трансферное обучение, CNN-архитектура., classification models, transfer learning, CNN architecture., tasniflash modellari, transferni o'rganish, CNN arxitekturasi.

Ilmiy soha

Iqtibos keltirish

APAMeliev, Farxod, Шадиев, У.Р., Мелиев, Ф.М., & Маликов, З.А. (2025). CLASSIFICATION MODELS OF ARTIFICIAL INTELLIGENCE IN THE TRAINING OF PATHOLOGISTS. Al-Farg'oniy avlodlari, (3), 19-22. https://al-fargoniy.uz/index.php/journal/article/view/872
GOST (OAK)Meliev, Farxod va b. CLASSIFICATION MODELS OF ARTIFICIAL INTELLIGENCE IN THE TRAINING OF PATHOLOGISTS // Al-Farg'oniy avlodlari. – 2025. – № 3. – P. 19-22.
MLAMeliev, Farxod, Шадиев, У.Р., Мелиев, Ф.М., and Маликов, З.А. “CLASSIFICATION MODELS OF ARTIFICIAL INTELLIGENCE IN THE TRAINING OF PATHOLOGISTS.” Al-Farg'oniy avlodlari, (3), 19-22, 2025. https://al-fargoniy.uz/index.php/journal/article/view/872
ChicagoMeliev, Farxod, Шадиев, У.Р., Мелиев, Ф.М., and Маликов, З.А. “CLASSIFICATION MODELS OF ARTIFICIAL INTELLIGENCE IN THE TRAINING OF PATHOLOGISTS.” Al-Farg'oniy avlodlari, (3), 19-22 (2025). https://al-fargoniy.uz/index.php/journal/article/view/872
HarvardMeliev, Farxod, Шадиев, У.Р., Мелиев, Ф.М., and Маликов, З.А (2025) ‘CLASSIFICATION MODELS OF ARTIFICIAL INTELLIGENCE IN THE TRAINING OF PATHOLOGISTS’, Al-Farg'oniy avlodlari, (3), 19-22. https://al-fargoniy.uz/index.php/journal/article/view/872
BibTeX
@article{melievfarxod2025,
  title = {CLASSIFICATION MODELS OF ARTIFICIAL INTELLIGENCE IN THE TRAINING OF PATHOLOGISTS},
  author = {Meliev, Farxod and Шадиев, У.Р. and Мелиев, Ф.М. and Маликов, З.А.},
  journal = {Al-Farg'oniy avlodlari},
  year = {2025},
  number = {3},
  pages = {19-22},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/872}
}

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