Breast cancer classification using deep learning model for CC and mlo views of mammograms

S h Kh Fazilov, Khabiba Abdieva, G.D. Sobirova

Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi · 2022-yil

Annotatsiya

In this work, we explore a way for analyzing a mammography exam holistically. We present the design and implementation of a deep learning model that takes as input the two mammography views (CC and MLO), as well as all detected breast masses and micro calcifications, and produces an output consisting of a three-class classification of the entire exam: negative (or normal), benign, or malignant findings. The registration of the CC and MLO views of a mammography exam is a difficult task due to the difficulty in estimating the non-rigid deformations that can align these two views, so we propose the deep learning model classification, with the hypothesis that the high-level nature of these features will reduce the need for a low-level matching of the input data.

Maqola ma’lumotlari
MualliflarS h Kh Fazilov, Khabiba Abdieva, G.D. Sobirova
JurnalSamarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi
NashriyotСамарқанд давлат университети
ISSN2091-5446, 2181-1296
Nashr sanasi2022-06-25
Jild5
Son135/1
Betlar1-7
TilIngliz
Ilmiy sohaPedagogika
DOI10.59251/2181-1296.v5.1351.1136
Indeksga qo‘shilgan2026-09-02

DOI: 10.59251/2181-1296.v5.1351.1136 · Maqolaning asl sahifasi · PDF

Ilmiy soha

Pedagogika

Iqtibos keltirish

APAS h Kh Fazilov, Khabiba Abdieva, & G.D. Sobirova (2022). BREAST CANCER CLASSIFICATION USING DEEP LEARNING MODEL FOR CC AND MLO VIEWS OF MAMMOGRAMS. Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 5(135/1), 1-7. https://doi.org/10.59251/2181-1296.v5.1351.1136
GOST (OAK)S h Kh Fazilov, Khabiba Abdieva, G.D. Sobirova BREAST CANCER CLASSIFICATION USING DEEP LEARNING MODEL FOR CC AND MLO VIEWS OF MAMMOGRAMS // Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi. – 2022. – T. 5, № 135/1. – P. 1-7. – DOI: 10.59251/2181-1296.v5.1351.1136.
MLAS h Kh Fazilov, Khabiba Abdieva, and G.D. Sobirova. “BREAST CANCER CLASSIFICATION USING DEEP LEARNING MODEL FOR CC AND MLO VIEWS OF MAMMOGRAMS.” Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 5(135/1), 1-7, 2022. https://doi.org/10.59251/2181-1296.v5.1351.1136
ChicagoS h Kh Fazilov, Khabiba Abdieva, and G.D. Sobirova. “BREAST CANCER CLASSIFICATION USING DEEP LEARNING MODEL FOR CC AND MLO VIEWS OF MAMMOGRAMS.” Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 5(135/1), 1-7 (2022). https://doi.org/10.59251/2181-1296.v5.1351.1136
HarvardS h Kh Fazilov, Khabiba Abdieva, and G.D. Sobirova (2022) ‘BREAST CANCER CLASSIFICATION USING DEEP LEARNING MODEL FOR CC AND MLO VIEWS OF MAMMOGRAMS’, Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 5(135/1), 1-7. https://doi.org/10.59251/2181-1296.v5.1351.1136
BibTeX
@article{shkhfazilov2022,
  title = {BREAST CANCER CLASSIFICATION USING DEEP LEARNING MODEL FOR CC AND MLO VIEWS OF MAMMOGRAMS},
  author = {S h Kh Fazilov and Khabiba Abdieva and G.D. Sobirova},
  journal = {Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi},
  year = {2022},
  volume = {5},
  number = {135/1},
  pages = {1-7},
  doi = {10.59251/2181-1296.v5.1351.1136},
  url = {https://doi.org/10.59251/2181-1296.v5.1351.1136}
}

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