Rethinking the Encoder–decoder Structure in Medical Image Segmentation from Releasing Decoder Structure

Medical image segmentation has witnessed rapid advancements with the emergence of encoder–decoder based methods. In the encoder–decoder structure, the primary goal of the decoding phase is not only to restore feature map resolution, but also to mitigate the loss of feature information incurred durin...

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Bibliographic Details
Published in:	Journal of bionics engineering Vol. 21; no. 3; pp. 1511 - 1521
Main Authors:	Ni, Jiajia, Mu, Wei, Pan, An, Chen, Zhengming
Format:	Journal Article
Language:	English
Published:	Singapore Springer Nature Singapore 01.05.2024 Springer Nature B.V
Subjects:	Artificial Intelligence Biochemical Engineering Bioinformatics Biomaterials Biomedical Engineering and Bioengineering Biomedical Engineering/Biotechnology Coders Coding Datasets Decoding Engineering Feature maps Image processing Image segmentation Medical imaging Modules Receptive field Recovery Research Article Attention mechanisms Encoder–decoder architecture Releasing decoder architecture Neural network Medical image segmentation
ISSN:	1672-6529, 2543-2141
Online Access:	Get full text
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