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CNN Image classification of trash of 6 categories in tensorflow and pytorch

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vladalexey/webapp-trash-classification

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Trash Classification

CNN Image classification of trash of 6 categories in TensorFlow and PyTorch

Trash data categories from Kaggle included:

  • Plastic
  • Metal
  • Paper
  • Cardboard
  • Glass
  • Trash

Implemented a simple CNN network training from scratch on TensorFlow

Implemented Transfer Learning on two ResNet models of different model complexity:

  • ResNet18
  • ResNext101-32d8 (Experimental Dropout at last FC layer)

Implemented a web interface + acquire new observations for trainning using Flask

Instruction: