A novel hybrid deep learning approach combining deep feature attention and statistical validation for enhanced thyroid ultrasound segmentation

A novel hybrid deep learning approach combining deep feature attention and statistical validation for enhanced thyroid ultrasound segmentation

Abstract An effective diagnosis system and suitable treatment planning require the precise segmentation of thyroid nodules in ultrasound imaging. The advancement of imaging technologies has not resolved traditional imaging challenges, which include noise issues, limited contrast, and dependency on o...

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Bibliographic Details
Main Authors: Tathagat Banerjee, Davinder Paul Singh, Debabrata Swain, Shubham Mahajan, Seifedine Kadry, Jungeun Kim
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Medical imaging
TATHA
Segmentation
Neural networks
Ultrasound imaging
Online Access:https://doi.org/10.1038/s41598-025-12602-6
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