Remote sensing image Super-resolution reconstruction by fusing multi-scale receptive fields and hybrid transformer

Remote sensing image Super-resolution reconstruction by fusing multi-scale receptive fields and hybrid transformer

Abstract To enhance high-frequency perceptual information and texture details in remote sensing images and address the challenges of super-resolution reconstruction algorithms during training, particularly the issue of missing details, this paper proposes an improved remote sensing image super-resol...

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Bibliographic Details
Main Authors: Denghui Liu, Lin Zhong, Haiyang Wu, Songyang Li, Yida Li
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Remote sensing image
Image Super-resolution
GAN
Attention mechanism
Hybrid transformer
Multi-scale feature extraction
Online Access:https://doi.org/10.1038/s41598-025-86446-5
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