Analysis of digital image processing methods and software tools for echocardiogram images

Djurayeva, Nigora, Raximov, Mexriddin

Al-Farg'oniy avlodlari · 2025-yil

Annotatsiya

In this study, digital image processing and a convolutional neural network (CNN) were integrated to automatically detect mitral stenosis based on 32 echocardiogram videos. By applying data augmentation, the training dataset was expanded, and the CNN architecture, consisting of four convolutional blocks, was trained for binary classification. The model achieved 92% accuracy and 0.26 loss on the test dataset. The results demonstrated that these approaches can serve as an effective auxiliary tool in clinical diagnosis.

Maqola ma’lumotlari
MualliflarDjurayeva, Nigora, Raximov, Mexriddin
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2025-10-03
Son3
Betlar94-100
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

mitral stenoz, exokardiogramma, raqamli tasvirlarni qayta ishlash, klassifikatsiya, konvolyutsion neyron tarmoq, avtomatlashtirilgan diagnostika.

Ilmiy soha

Texnika

Iqtibos keltirish

APADjurayeva, Nigora, & Raximov, Mexriddin (2025). ANALYSIS OF DIGITAL IMAGE PROCESSING METHODS AND SOFTWARE TOOLS FOR ECHOCARDIOGRAM IMAGES. Al-Farg'oniy avlodlari, (3), 94-100. https://al-fargoniy.uz/index.php/journal/article/view/896
GOST (OAK)Djurayeva, Nigora, Raximov, Mexriddin ANALYSIS OF DIGITAL IMAGE PROCESSING METHODS AND SOFTWARE TOOLS FOR ECHOCARDIOGRAM IMAGES // Al-Farg'oniy avlodlari. – 2025. – № 3. – P. 94-100.
MLADjurayeva, Nigora, and Raximov, Mexriddin. “ANALYSIS OF DIGITAL IMAGE PROCESSING METHODS AND SOFTWARE TOOLS FOR ECHOCARDIOGRAM IMAGES.” Al-Farg'oniy avlodlari, (3), 94-100, 2025. https://al-fargoniy.uz/index.php/journal/article/view/896
ChicagoDjurayeva, Nigora, and Raximov, Mexriddin. “ANALYSIS OF DIGITAL IMAGE PROCESSING METHODS AND SOFTWARE TOOLS FOR ECHOCARDIOGRAM IMAGES.” Al-Farg'oniy avlodlari, (3), 94-100 (2025). https://al-fargoniy.uz/index.php/journal/article/view/896
HarvardDjurayeva, Nigora, and Raximov, Mexriddin (2025) ‘ANALYSIS OF DIGITAL IMAGE PROCESSING METHODS AND SOFTWARE TOOLS FOR ECHOCARDIOGRAM IMAGES’, Al-Farg'oniy avlodlari, (3), 94-100. https://al-fargoniy.uz/index.php/journal/article/view/896
BibTeX
@article{djurayevanigora2025,
  title = {ANALYSIS OF DIGITAL IMAGE PROCESSING METHODS AND SOFTWARE TOOLS FOR ECHOCARDIOGRAM IMAGES},
  author = {Djurayeva, Nigora and Raximov, Mexriddin},
  journal = {Al-Farg'oniy avlodlari},
  year = {2025},
  number = {3},
  pages = {94-100},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/896}
}

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