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Experimented with a U-Net variant to perform pixel wise multi-class classification to segment high resolution satellite imagery into land use types with potential applications in deforestation and flood monitoring. Developed with TensorFlow framework.

License: MIT License

Jupyter Notebook 100.00%
cnn-keras tensorflow2 satellite-imagery semantic-segmentation u-net resnet-50 transfer-learning

satellite_image_segmentation's Introduction

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Data Scientist and Data Engineer

Leveraging my background in tech, clean energy engineering, and data science/machine learning to drive solutions in climate and sustainability.

Learn more about me and my work at my personal website.

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satellite_image_segmentation's Issues

unet_model_v3_epoch6.h5 file missing

Thank you very much for sharing your implementation. I am learning a lot from your Land_Cover_Segmentation.ipynb file.
Unfortunately, I cannot find the file "Land_Cover_Segmentation.ipynb" to load the pretrained weights. Can you please help me?

Thanks

Dataset source

Hi, I saw you recently changed the dataset source from kaggle to the official website, however I note it is not actually available there and moreover there appear to be many unanswered requests for access on https://competitions.codalab.org/forums/15208/
You could suggest both locations with the above caveat.
Cheers

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