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Applying Deep Learning on Satellite Imagery Classification.
Classification of land use and land cover in EuroSAT dataset using deep learning techniques.
In recent years we have seen a rapid growth in the field of machine learning and artificial intelligence. Almost all research domains use machine learning techniques to improve their outcomes. The availability of free cloud computing with enough computational power (like google colab, kaggle) to train large ML models also act as a stepping stone for this trend. More than this, availability of labelled and clean data was another major issue. But in most of the domains public dataset are now available which lead to innovations and entrepreneurship.
Check out this paper based on this blog with state of the art result:
But in some researches, they need geospatial data, the dataset are not quite common. Since collecting satellite imagery is itself very costly and there are only a few organisation which makes it public. Even if they made it public machine learning need a lot of…
