Effective data selection via deep learning processes and corresponding learning strategies in ultrasound image classification

Abstract In this study, we propose a novel approach to enhancing transfer learning by optimizing data selection through deep learning techniques and corresponding innovative learning strategies. This method is particularly beneficial when the available dataset has reached its limit and cannot be fur...

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Bibliographic Details
Main Authors: Hyunju Lee, Jin Young Kwak, Eunjung Lee
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-00416-5
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