Multifeature Ultrasound-Based Classification for Breast Lesions: A Comparative Study of PONS Image Enhancement Technology

PONS-enhanced multifeature ultrasound significantly improves breast cancer detection accuracy versus B-mode alone, offering complementary clinical solutions: GCNs for high sensitivity screening (91.7%) and MAEs for high-specificity diagnosis (100%). Results demonstrate clinical potential across diverse populations, with future work exploring enhanced fusion strategies.

Authors

Institutions

Publication Details

Journal
Mayo Clinic Proceedings Innovations Quality & Outcomes
Published
2026-01-14
DOI
https://doi.org/10.1016/j.mayocpiqo.2025.100691
Primary Topic
Photoacoustic and Ultrasonic Imaging
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Multifeature Ultrasound-Based Classification for Breast Lesions: A Comparative Study of PONS Image Enhancement Technology

Ilker Hacihaliloglu, Gokce Bekar, Haley P. Letter, Sabahattin M. Daloglu et al.
Mayo Clinic Proceedings Innovations Quality & Outcomes
Photoacoustic and Ultrasonic Imaging
article

Multifeature Ultrasound-Based Classification for Breast Lesions: A Comparative Study of PONS Image Enhancement Technology

Ilker Hacihaliloglu, Gokce Bekar, Haley P. Letter, Sabahattin M. Daloglu, Ceren Coskun, Senanur Sahin, Harvey Castro, Soner Hacihaliloglu
article en

Abstract

PONS-enhanced multifeature ultrasound significantly improves breast cancer detection accuracy versus B-mode alone, offering complementary clinical solutions: GCNs for high sensitivity screening (91.7%) and MAEs for high-specificity diagnosis (100%). Results demonstrate clinical potential across diverse populations, with future work exploring enhanced fusion strategies.

Mayo Clinic Proceedings Innovations Quality & OutcomesVol. 10(1)
University of British Columbia (CA), Jacksonville College (US), WinnMed (US), Mayo Clinic in Florida (US), Newark Academy (US)
Openalex Percentile: Top 88%
Photoacoustic and Ultrasonic Imaging
DOIOpen Access PDFOpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Multifeature Ultrasound-Based Classification for Breast Lesions: A Comparative Study of PONS Image Enhancement Technology — Ilker Hacihaliloglu, Gokce Bekar, et al. · Mayo Clinic Proceedings Innovations Quality & Outcomes (2026) | TGRS Research Map | TGRS