Augmented Transformer network for MRI brain tumor segmentation

Augmented Transformer network for MRI brain tumor segmentation

The Augmented Transformer U-Net (AugTransU-Net) is proposed to address limitations in existing transformer-related U-Net models for brain tumor segmentation. While previous models effectively capture long-range dependencies and global context, these works ignore the hierarchy to a certain degree and...

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Bibliographic Details
Main Authors: Muqing Zhang, Dongwei Liu, Qiule Sun, Yutong Han, Bin Liu, Jianxin Zhang, Mingli Zhang
Format: Article
Language:English
Published: Elsevier 2024-01-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Brain tumor segmentation
U-Net
Transformer
CNNs
Augmented Shortcuts
Paired attention
Online Access:http://www.sciencedirect.com/science/article/pii/S1319157824000065

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http://www.sciencedirect.com/science/article/pii/S1319157824000065

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