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shashankvasisht/Plant-Disease-Prediction-CNN

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Plant-Disease-Prediction-CNN

A CNN model to classify different plant diseases. Vgg16 net is fine tuned to the crowdAI dataset. The dataset can be found at https://www.crowdai.org/challenges/1

Requirements

  • python 2.7
  • numpy
  • tensorflow
  • keras
  • OpenCV (can use pillow Library Too)

Methodology

The pre-trained VGG16 model trained on imagenet dataset was used and the last 4 convolutional layers were trained on our dataset. This process is called fine tuning. A point to note is that only 19 classes were used from the dataset since we were focussing on a particular region where only these crops are grown.

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A CNN model to classify different plant diseases. Vgg16 net is fine tuned to the kaggle dataset.

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