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WeedGeneration

Title: Channel Attention GAN-based Synthetic Weed Generation for Precise Weed Identification
Kyewords: generative adversarial network; deep learning; phenotyping; precision agriculture

Dataset

Please fill this form to get download link of the datasets and pretrained weights

Train

To train the gan model by yourself, please:

  1. Download the 'dataset.zip' following the above Dataset section and unzip the "datasets/" to the root of this repo.
  2. Check the configuration.py
  3. Train the model by running:
    python train.py
    

Test

To generate synthetic dataset on Colab: here
To generate synthetic dataset on your own pc, simply check the arguments in test.py and run:

python test.py

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