UGLS: an uncertainty guided deep learning strategy for accurate image segmentation

Accurate image segmentation plays a crucial role in computer vision and medical image analysis. In this study, we developed a novel uncertainty guided deep learning strategy (UGLS) to enhance the performance of an existing neural network (i.e., U-Net) in segmenting multiple objects of interest from...

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Bibliographic Details
Main Authors: Xiaoguo Yang, Yanyan Zheng, Chenyang Mei, Gaoqiang Jiang, Bihan Tian, Lei Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-04-01
Series:Frontiers in Physiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2024.1362386/full