Analysis of the effects of applying a restoration process to despeckled SAR imagery

Rubén Darío Vásquez-Salazar, Ahmed Alejandro Cardona-Mesa,Luis Gómez,Carlos M. Travieso-Gonzalez, Andrés F. Garavito-González,Esteban Vásquez-Cano

2024 International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing (MIGARS)(2024)

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摘要
Despeckling SAR images constitute an important step when utilizing these types of images to ensure the quality of applications reliant upon them. After applying any despeckling filter, there will be an effect on the quality of the images, including edges, details, or possibly some undesired artifacts. In this paper, a restoration process using the SwinIR transformer is applied over-filtered images to reconstruct or recover some of their lost details. Different metrics are applied to filtered and reconstructed images to measure the impact and benefits of this process.
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关键词
Synthetic Aperture Radar,Autoencoder,Despeckling filter,Transformer,Deep Learning
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