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Various Deep Learning based CNN classifier for Fine-grained classfication task on Dog breed dataset

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Simple (and explanatory) Pytorch implementation of Dog Breed Classifier using Transfer Learning

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The task is to perform comparison of different CNN models for Fine-grained Classification task on 133 class Dog breed dataset. The models used are as follows:

  • Custom 6-layer CNN model
  • VGG-16 (trained from scratch)
  • VGG-16 (pre-trained)
  • ResNet101 (pre-trained)

Data can be downloaded from here. Weights for the trained model can be found on the project space here on Google Drive.

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Various Deep Learning based CNN classifier for Fine-grained classfication task on Dog breed dataset

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