Processing of blood cell images hybrid methodsof acute lymphoblastic diagnosis cnn features

M.Ismailov, Ismailov, O.Ismailov, Temirova, X.Temirova

Sustainable Agriculture · 2024-yil

Annotatsiya

CNN We will consider several image classification algorithms and models for the optimal deep learning model using Convolutional Neural Networks (CNN). Using deep learning of blood cell images, images of healthy blood samples are compared with blood samples of acute lymphoblastic leukemia (blood cancer in children and adults) and the data is compared to obtain an optimal model for early detection of the disease, and Python programming results are automated using the language. We have used CNN network 3 different machine learning hybrid algorithms and methods in the form of DenseNet121, ResNet50 and MobileNet below.

Maqola ma’lumotlari
MualliflarM.Ismailov, Ismailov, O.Ismailov, Temirova, X.Temirova
JurnalSustainable Agriculture
NashriyotTashkent Institute of Irrigation and Agricultural Mechanization Enginneers
ISSN2181-9408
Nashr sanasi2024-06-30
Jild22
Son2
Betlar106-109
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Kalit so‘zlar

CNN; RF; XGBoost; ALL; PCA; hybrid method, DenseNet121, ResNet50 and MobileNet below.

Ilmiy soha

Iqtibos keltirish

APAM.Ismailov, Ismailov, O.Ismailov, & Temirova, X.Temirova (2024). PROCESSING OF BLOOD CELL IMAGES HYBRID METHODSOF ACUTE LYMPHOBLASTIC DIAGNOSIS CNN FEATURES. Sustainable Agriculture, 22(2), 106-109. https://susagr.uz/index.php/ojs/article/view/29
GOST (OAK)M.Ismailov, Ismailov, O.Ismailov, Temirova, X.Temirova PROCESSING OF BLOOD CELL IMAGES HYBRID METHODSOF ACUTE LYMPHOBLASTIC DIAGNOSIS CNN FEATURES // Sustainable Agriculture. – 2024. – T. 22, № 2. – P. 106-109.
MLAM.Ismailov, Ismailov, O.Ismailov, and Temirova, X.Temirova. “PROCESSING OF BLOOD CELL IMAGES HYBRID METHODSOF ACUTE LYMPHOBLASTIC DIAGNOSIS CNN FEATURES.” Sustainable Agriculture, 22(2), 106-109, 2024. https://susagr.uz/index.php/ojs/article/view/29
ChicagoM.Ismailov, Ismailov, O.Ismailov, and Temirova, X.Temirova. “PROCESSING OF BLOOD CELL IMAGES HYBRID METHODSOF ACUTE LYMPHOBLASTIC DIAGNOSIS CNN FEATURES.” Sustainable Agriculture, 22(2), 106-109 (2024). https://susagr.uz/index.php/ojs/article/view/29
HarvardM.Ismailov, Ismailov, O.Ismailov, and Temirova, X.Temirova (2024) ‘PROCESSING OF BLOOD CELL IMAGES HYBRID METHODSOF ACUTE LYMPHOBLASTIC DIAGNOSIS CNN FEATURES’, Sustainable Agriculture, 22(2), 106-109. https://susagr.uz/index.php/ojs/article/view/29
BibTeX
@article{mismailov2024,
  title = {PROCESSING OF BLOOD CELL IMAGES HYBRID METHODSOF ACUTE LYMPHOBLASTIC DIAGNOSIS CNN FEATURES},
  author = {M.Ismailov and Ismailov, O.Ismailov and Temirova, X.Temirova},
  journal = {Sustainable Agriculture},
  year = {2024},
  volume = {22},
  number = {2},
  pages = {106-109},
  url = {https://susagr.uz/index.php/ojs/article/view/29}
}

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