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Remote Sensing Image Super-Resolution via Multi-Scale Texture Transfer Network

Wang, Yu ; Shao, Zhenfeng ; Lu, Tao ; Huang, Xiao ; Wang, Jiaming ; Chen, Xitong ; Huang, Haiyan ; Zuo, Xiaolong

Remote sensing (Basel, Switzerland), 2023-12, Vol.15 (23), p.5503 [Revista revisada por pares]

Basel: MDPI AG

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Título:
Remote Sensing Image Super-Resolution via Multi-Scale Texture Transfer Network
Autor: Wang, Yu ; Shao, Zhenfeng ; Lu, Tao ; Huang, Xiao ; Wang, Jiaming ; Chen, Xitong ; Huang, Haiyan ; Zuo, Xiaolong
Materias: Algorithms ; Deep learning ; deep residual network ; Dictionaries ; Digital imaging ; Image reconstruction ; Image resolution ; Methods ; multi-scale ; Neural networks ; Remote sensing ; super-resolution ; Texture ; texture transfer
Es parte de: Remote sensing (Basel, Switzerland), 2023-12, Vol.15 (23), p.5503
Descripción: As the degradation factors of remote sensing images become increasingly complex, it becomes challenging to infer the high-frequency details of remote sensing images compared to ordinary digital photographs. For super-resolution (SR) tasks, existing deep learning-based single remote sensing image SR methods tend to rely on texture information, leading to various limitations. To fill this gap, we propose a remote sensing image SR algorithm based on a multi-scale texture transfer network (MTTN). The proposed MTTN enhances the texture feature information of reconstructed images by adaptively transferring texture information according to the texture similarity of the reference image. The proposed method adopts a multi-scale texture-matching strategy, which promotes the transmission of multi-scale texture information of remote sensing images and obtains finer-texture information from more relevant semantic modules. Experimental results show that the proposed method outperforms state-of-the-art SR techniques on the Kaggle open-source remote sensing dataset from both quantitative and qualitative perspectives.
Editor: Basel: MDPI AG
Idioma: Inglés

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Remote Sensing Image Super-Resolution via Multi-Scale Texture Transfer Network

Wang, Yu ; Shao, Zhenfeng ; Lu, Tao ; Huang, Xiao ; Wang, Jiaming ; Chen, Xitong ; Huang, Haiyan ; Zuo, Xiaolong

Basel: MDPI AG

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