HybridCTrm: Bridging CNN and Transformer for Multimodal Brain Image Segmentation

Multimodal medical image segmentation is always a critical problem in medical image segmentation. Traditional deep learning methods utilize fully CNNs for encoding given images, thus leading to deficiency of long-range dependencies and bad generalization performance. Recently, a sequence of Transfor...

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Bibliographic Details
Main Authors: Qixuan Sun, Nianhua Fang, Zhuo Liu, Liang Zhao, Youpeng Wen, Hongxiang Lin
Format: Article
Language:English
Published: Hindawi Limited 2021-01-01
Series:Journal of Healthcare Engineering
Online Access:http://dx.doi.org/10.1155/2021/7467261