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.
| Mualliflar | S h Kh Fazilov, Khabiba Abdieva, G.D. Sobirova |
|---|---|
| Jurnal | Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi |
| Nashr sanasi | 2022-06-25 |
| Jild | 5 |
| Son | 135/1 |
| Betlar | 1-7 |
| Til | en |
| DOI | 10.59251/2181-1296.v5.1351.1136 |
DOI: 10.59251/2181-1296.v5.1351.1136 · Maqolaning asl sahifasi · PDF
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Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi — barcha maqolalar