Background parenchymal uptake classification using deep transfer learning on digital mammograms

Xudong Liu; Christopher Scott; Imon Banerjee; Celine Vachon; Carrie Hruska

doi:10.1016/j.smhl.2025.100573

Background parenchymal uptake classification using deep transfer learning on digital mammograms

Xudong Liu
, Christopher Scott
, Imon Banerjee
, Celine Vachon
, Carrie Hruska

School of Computing

Research output: Contribution to journal › Review article › peer-review

Original language	English
Article number	100573
Journal	Smart Health
Volume	36
DOIs	https://doi.org/10.1016/j.smhl.2025.100573
State	Published - Jun 1 2025

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

ASJC Scopus Subject Areas

Medicine (miscellaneous)
Information Systems
Health Informatics
Computer Science Applications
Health Information Management

Keywords

Background parenchymal uptake classification
Breast cancer
Deep transfer learning
Digital mammograms
Health Informatics
Machine learning

Access to Document

10.1016/j.smhl.2025.100573

Cite this

@article{56c0bed223bd481ca308a09461a87f35,

title = "Background parenchymal uptake classification using deep transfer learning on digital mammograms",

keywords = "Background parenchymal uptake classification, Breast cancer, Deep transfer learning, Digital mammograms, Health Informatics, Machine learning",

author = "Xudong Liu and Christopher Scott and Imon Banerjee and Celine Vachon and Carrie Hruska",

note = "Publisher Copyright: {\textcopyright} 2025 Elsevier Inc.",

year = "2025",

month = jun,

day = "1",

doi = "10.1016/j.smhl.2025.100573",

language = "English",

volume = "36",

}

TY - JOUR

T1 - Background parenchymal uptake classification using deep transfer learning on digital mammograms

AU - Liu, Xudong

AU - Scott, Christopher

AU - Banerjee, Imon

AU - Vachon, Celine

AU - Hruska, Carrie

PY - 2025/6/1

Y1 - 2025/6/1

KW - Background parenchymal uptake classification

KW - Breast cancer

KW - Deep transfer learning

KW - Digital mammograms

KW - Health Informatics

KW - Machine learning

UR - https://www.scopus.com/pages/publications/105001493921

UR - https://www.scopus.com/pages/publications/105001493921#tab=citedBy

U2 - 10.1016/j.smhl.2025.100573

DO - 10.1016/j.smhl.2025.100573

M3 - Review article

AN - SCOPUS:105001493921

VL - 36

JO - Smart Health

JF - Smart Health

M1 - 100573

ER -

Background parenchymal uptake classification using deep transfer learning on digital mammograms

UN SDGs

ASJC Scopus Subject Areas

Keywords

Access to Document

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