CPFTransformer: transformer fusion context pyramid medical image segmentation network

CPFTransformer: transformer fusion context pyramid medical image segmentation network

IntroductionThe application of U-shaped convolutional neural network (CNN) methods in medical image segmentation tasks has yielded impressive results. However, this structure’s single-level context information extraction capability can lead to problems such as boundary blurring, so it needs to be im...

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Bibliographic Details
Main Authors: Jiao Li, Jinyu Ye, Ruixin Zhang, Yue Wu, Gebremedhin Samuel Berhane, Hongxia Deng, Hong Shi
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-12-01
Series:Frontiers in Neuroscience
Subjects:
medical image segmentation
Swin Transformer
Edge-Aware module
context pyramid fusion network
multiscale feature
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2023.1288366/full

Internet

https://www.frontiersin.org/articles/10.3389/fnins.2023.1288366/full

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