A dual encoder network with multiscale feature fusion and multiple pooling channel spatial attention for skin scar image segmentation

A dual encoder network with multiscale feature fusion and multiple pooling channel spatial attention for skin scar image segmentation

Abstract Skin scar is a prevalent dermatological concern that impacts both aesthetic appearance and psychological well-being, making precise delineation of scar tissue essential for clinical treatment. To address the challenge of scar image segmentation, this study introduces an innovative deep lear...

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Bibliographic Details
Main Authors: Weiyuan Yang, Xiaolin Wang, Guangwei Chen, Jianming Wen, Dexing Kong, Jianfeng Zhang, Xinyang Ge, Hao Xu, Jianhua Qin
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
deep learning
segmentation of skin scar images
convolutional neural network
transformer
Online Access:https://doi.org/10.1038/s41598-025-05239-y
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