ConvWin-UNet: UNet-like hierarchical vision Transformer combined with convolution for medical image segmentation

Convolutional Neural Network (CNN) plays a vital role in the development of computer vision applications. The depth neural network composed of U-shaped structures and jump connections is widely used in various medical image tasks. Recently, based on the self-attention mechanism, the Transformer stru...

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Bibliographic Details

Published in:	Mathematical Biosciences and Engineering
Main Authors:	Xiaomeng Feng, Taiping Wang, Xiaohang Yang, Minfei Zhang, Wanpeng Guo, Weina Wang
Format:	Article
Language:	English
Published:	AIMS Press 2023-01-01
Subjects:	convwin-unet vision transformer convolution unet segmentation
Online Access:	https://www.aimspress.com/article/doi/10.3934/mbe.2023007?viewType=HTML