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Crop Type Identification using deep learning

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Overview

The DongbeiCrops contains deep learning models forked from BreizhCrops and several implementation to process your custom datasets, e.g., Gaofen satllite data in Northeast China (Dōngběi in Mandarin).

Installation

Those step are for a workstation on Windows 10 using miniconda. Set and activate your python environment with the following commands:

conda config --add channels conda-forge
conda create -n dbc python=3.8 && conda activate dbc
conda install pytorch==1.7.0 torchvision==0.8.1 cudatoolkit=10.2 -c pytorch
conda install rasterio=1.2.0 geopandas jupyterlab=2.2.9 scikit-learn psutil tqdm PySimpleGUI

Running DongbeiCrops

See demo and sample to start a simple workflow.

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Crop Type Identification using deep learning

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  • Python 97.0%
  • Jupyter Notebook 3.0%