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Deep Learning for Remote Sensing Images with Open Source Software
book

Deep Learning for Remote Sensing Images with Open Source Software

by Rémi Cresson
July 2020
Intermediate to advanced
164 pages
3h 16m
English
CRC Press
Content preview from Deep Learning for Remote Sensing Images with Open Source Software

1

 

Deep learning background

 

In this section, we provide the essential principles of deep learning. After reading this chapter, one should have the required theoretical basis to understand what is involved in processing geospatial data in the rest of the book.

 

1.1  What is deep learning?

Deep learning is becoming increasingly important to solve a number of image processing tasks [1]. Among common algorithms, Convolutional Neural Network- and Recurrent Neural Network-based systems achieve state-of-the-art results on satellite and aerial imagery in many applications. For instance, synthetic aperture radar (SAR) interpretation with target recognition [2], classification of SAR time series [3], parameter inversion [4], hyperspectral image ...

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Publisher Resources

ISBN: 9781000093612