Multi-objective data enhancement for deep learning-based ultrasound analysis

Abstract Recently, Deep Learning based automatic generation of treatment recommendation has been attracting much attention. However, medical datasets are usually small, which may lead to over-fitting and inferior performances of deep learning models. In this paper, we propose multi-objective data en...

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Bibliographic Details
Main Authors: Chengkai Piao, Mengyue Lv, Shujie Wang, Rongyan Zhou, Yuchen Wang, Jinmao Wei, Jian Liu
Format: Article
Language:English
Published: BMC 2022-10-01
Series:BMC Bioinformatics
Subjects:
Online Access:https://doi.org/10.1186/s12859-022-04985-4