Mammogram Analysis with YOLO Models on an Affordable Embedded System

The current research landscape has not yet integrated advanced YOLO versions for embedded deployment in mammography. This method could facilitate screening in clinics without high-end workstations, demonstrating the feasibility of deploying CAD systems in low-resource environments and underscoring its potential for real-world clinical applications.

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Publication Details

Journal
Cancers
Published
2025-12-25
DOI
https://doi.org/10.3390/cancers18010070
Primary Topic
AI in cancer detection
Type
article
Field-Weighted Citation Impact
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Mammogram Analysis with YOLO Models on an Affordable Embedded System

Methininat Lertkowit, Anongnat Intasam, Yuttachon Promworn, Somchai Thanasitthichai et al.
Cancers
AI in cancer detection
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Mammogram Analysis with YOLO Models on an Affordable Embedded System

Methininat Lertkowit, Anongnat Intasam, Yuttachon Promworn, Somchai Thanasitthichai, Aniwat Juhong, Sirihattaya Khwayotha, Wibool Piyawattanametha, Titipon Jiranantanakorn, Soonthorn Thawornwanchai, Nicholas Piyawattanametha, Pakpawee Pichayakul, Sarawan Sriwanichwiphat, Nucharee Phakwapee
article en

Abstract

The current research landscape has not yet integrated advanced YOLO versions for embedded deployment in mammography. This method could facilitate screening in clinics without high-end workstations, demonstrating the feasibility of deploying CAD systems in low-resource environments and underscoring its potential for real-world clinical applications.

CancersVol. 18(1)
National Cancer Institute of Thailand (TH), Udon Thani Hospital (TH), Michigan State University (US), King Mongkut's Institute of Technology Ladkrabang (TH)
Openalex Percentile: Top 18%
AI in cancer detection
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