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CropYield

A simplified fork of Jiaxuan You's Crop Yield Prediction 🛰️🌾 and Gabriel Tseng's PyCrop Yield Prediction implemented for Google Colab with 🐍🔥 PyTorch and 🌕 Jupyter.

Dataset

dataset description num bands spatial resolution temporal resolution
MOD09A1 surface reflectance 7 0500 m 8 day
MYD11A2 surface temperature 2 1000 m 8 day
MCD12Q1 cropland mask 1 0500 m 1 year

Setup

Most of the required files, dataset, and models are available here and on Google Drive.

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Crop Yield Prediction with Deep Learning

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  • Jupyter Notebook 64.7%
  • Python 35.3%