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Short-term cloud density prediction using Satellite images and Computer Vision

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Kreyparion/Short-Term-Weather-Forcasting-with-CV

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Short Term Weather Forcasting

Short-term cloud density prediction using Satellite images and Computer Vision

Dataset

You can find the dataset online, made by the EUMETSAT datacenter. I personnaly used images in visible wave length from the geostationary satellite MSG.

I took pictures from 9h27 to 17h27 to have a good view of the atlantic ocean, the area I chose to work on

Development of the project

All the steps are presented in the PowerPoint (in french)

Adopted solution

The best performing algorithms were the U-net and the U-net mixed with LSTM

Results

Working on 200x200 pictures gives us :

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