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They should apply deep learning to this :)

If we used deep learning then we probably wouldn't have got into the journal 'Remote Sensing of Environment'

To get into top journals it is really about simple method + novel idea + good story.

The same holds for top Finance journals like 'Journal of Finance', etc.

Based on my readings, 'incomprehensible method + novel idea + good story' seems to work pretty well too.

Looks like someone has: Deep Learning-Based Classification of Hyperspectral Data http://ieeexplore.ieee.org/abstract/document/6844831/

This is exactly what I was hinting at: IEEE journals (TGRS, etc.) are filled with deep learning and machine learning on satellite imagery papers.

They are more tech focused journals and have less impact.