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Feature extraction in remote sensing!

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Which are the most common features in order to perform a supervised classification in remote sensing?
Furthermore anyone worked with SAR features? Which are the most commonly used?
Can anybody suggest me a book for feature extraction?
Any information/reference/book you can provide me would be greatly appreciated!
Thank you!


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