Semantic segmentation feature fusion network based on transformer

Abstract Convolutional neural networks have demonstrated efficacy in acquiring local features and spatial details; however, they struggle to obtain global information, which could potentially compromise the segmentation of important regions of an image. Transformer can increase the expressiveness of...

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Bibliographic Details
Main Authors: Tianping Li, Zhaotong Cui, Hua Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-90518-x