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遥感的超级分辨率

English | 2024 | ISBN-10: 3031681053 | 398 pages| Epub PDF (True) | 123 MB

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.


这本书提供了有关为遥感图像开发和应用的超级分辨率技术的整体视角。章节处理了专业人士在处理遥感背景下超级分辨率时遇到的重要问题。这些问题包括:用于评估超级分辨率质量的评价程序;基准数据集(模拟的和现实生活的);针对特定数据模式的超级分辨率,例如,单色、多光谱和高光谱图像;单张图片超级分辨率,包括生成对抗网络;多图融合(时间和/或光谱上的);以及实际世界的超级分辨率。此外,本书还呈现了对超级分辨率特别针对遥感社区进行的近期调查结果。
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