Alternate encoder and dual decoder CNN-Transformer networks for medical image segmentation

Alternate encoder and dual decoder CNN-Transformer networks for medical image segmentation

Abstract Accurately extracting lesions from medical images is a fundamental but challenging problem in medical image analysis. In recent years, methods based on convolutional neural networks and Transformer have achieved great success in the medical image segmentation field. Combining the powerful p...

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Bibliographic Details
Main Authors: Lin Zhang, Xinyu Guo, Hongkun Sun, Weigang Wang, Liwei Yao
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Medical Image Segmentation
Vision Transformer
Convolutional Neural Networks
Channel Attention
Alternate Encoder
Dual Decoder
Online Access:https://doi.org/10.1038/s41598-025-93353-2
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https://doi.org/10.1038/s41598-025-93353-2

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