This book provides a comprehensive perspective over the landscape of super-resolution techniques developed for and applied to remotely-sensed images. The book presents the results of several recent surveys on super-resolution specifically for the remote sensing community.

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This book provides a comprehensive perspective over the landscape of super-resolution techniques developed for and applied to remotely-sensed images. The chapters tackle the most important problems that professionals face when dealing with super-resolution in the context of remote sensing. These are: evaluation procedures to assess the super-resolution quality; benchmark datasets (simulated and real-life); super-resolution for specific data modalities (e.g., panchromatic, multispectral, and hyperspectral images); single-image super-resolution, including generative adversarial networks; multi-image fusion (temporal and/or spectral); real-world super-resolution; and task-driven super-resolution. The book presents the results of several recent surveys on super-resolution specifically for the remote sensing community.

  • Focuses on reconstruction accuracy compared with ground truth rather than on generating a visually-attractive outcome;
  • Explains how to apply super-resolution to a variety of image modalities inherent to remote sensing;
  • Gathers the description of training datasets and benchmarks that are based on remotely-sensed images.
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Focuses on reconstruction accuracy compared with ground truth rather than on generating a visually-attractive outcome Explains how to apply super-resolution to a variety of image modalities inherent to remote sensing Gathers the description of training datasets and benchmarks that are based on remotely-sensed images
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Produktdetaljer

ISBN
9783031681059
Publisert
2024-10-15
Utgiver
Springer International Publishing AG
Høyde
235 mm
Bredde
155 mm
Aldersnivå
Research, P, 06
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
14