EYE DISEASE DETECTION BY IMAGE CLASSIFICATION

Авторы

  • Husanboy Olimboyev Qahramon o‘g‘li Urgench State University, Department of Computer Sciences Автор

DOI:

https://doi.org/10.1808/c7j70b43

Ключевые слова:

Normal, Diabetes, Glaucoma, Cataract, Age-related Macular Degeneration, Hypertension, Pathological Myopia, Kaggle.

Аннотация

This article explores the application of machine learning in ocular healthcare through the classification of eye images. We delve into the process of utilizing Python and various libraries to implement machine learning algorithms for image classification, focusing on distinguishing between eight key classes of eye images: Normal, Diabetes, Glaucoma, Cataract, Age-related Macular Degeneration, Hypertension, Pathological Myopia, and Other diseases. The article highlights the significance of this approach in aiding healthcare professionals in early diagnosis and treatment planning.

Библиографические ссылки

U. Salaev, E. Kuriyozov, G. Matlatipov, "Design and Implementation of a Tool for Extracting Uzbek Syllables," in 2023 IEEE XVI International Scientific and Technical Conference Actual Problems of Electronic Instrument Engineering (APEIE), 2023, pp. 1750-1755.

J. Mattiev, U. Salaev, and B. Kavsek, “Word Game Modeling Using Character-Level N-Gram and Statistics,” Mathematics, vol. 11, no. 6, p. 1380, 2023.

M. Sharipov, E. Kuriyozov, O. Yuldashev, and O. Sobirov, “UzbekTagger: The rule-based POS tagger for Uzbek language,” arXiv preprint arXiv:2301.12711, 2023.

U. Salaev, E. Kuriyozov, and C. Gómez-Rodríguez, “SimRelUz: Similarity and Relatedness scores as a Semantic Evaluation Dataset for Uzbek Language,” in 1st Annual Meeting of the ELRA/ISCA Special Interest Group on Under-Resourced Languages, SIGUL 2022 - held in conjunction with the International Conference on Language Resources and Evaluation, LREC 2022 - Proceedings, 2022, pp. 199–206. [Online]. Available: www.scopus.com

J. Mattiev, J. Sajovic, G. Drevenšek, and P. Rogelj, “Assessment of Model Accuracy in Eyes Open and Closed EEG Data: Effect of Data Pre-Processing and Validation Methods,” Bioengineering, vol. 10, no. 1, p. 42, 2023.

Suetens, Paul. Fundamentals of medical imaging. Cambridge university press, 2017.

Hounsfield, Godfrey N. "Computed medical imaging." Science 210.4465 (1980): 22-28.

Hendee, William R., and E. Russell Ritenour. Medical imaging physics. John Wiley & Sons, 2003.

Zafarjon o‘g‘li, Muydinov Muhammadzoir. "SHOYIM BO ‘TAYEV HIKOYALARIDA XARAKTERLAR TASVIRI." Konferensiyalar| Conferences. Vol. 1. No. 4. 2024.

Zafarjon o'g'li, Muydinov Muhammadzoir. "ANVAR OBIDJON ASARLARINING NASRIY POETIKASI." (2023).

Zafarjon o'g'li, Muydinov Muhammadzoir. "ANVAR OBIDJONNING IJOD LABARATORIYASINING SHAKLLANISHIGA BIR NAZAR." (2023).

Опубликован

2024-05-01

Как цитировать

Husanboy Olimboyev Qahramon o‘g‘li. (2024). EYE DISEASE DETECTION BY IMAGE CLASSIFICATION. INTERNATIONAL JOURNAL OF SCIENCE AND TECHNOLOGY, 1(15), 61-70. https://doi.org/10.1808/c7j70b43

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