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oxford-flower-dataset-classifier's Introduction

Oxford Flower Dataset Classifier using Pytorch

This is part of Udacity's Pytorch Facebook Challenge where we are required to be able to classify the flower breeds into 102 classes with highest accuracy possible

Training Steps and Iterations

  • Using Pretrained Resnet152 with all layers but the last layer(linear classifier) frozen (Validation accuracy:~93%)
  • Using Pretrained Resnet152 with the last 3 layers unfrozen (Validation accuracy:~98.8%)
  • Using Pretrained Resnet152 with the last 4 layers unfrozen (Validation accuracy:~99.1%)
  • Same config as previous but adding using Adam with weight decay (Validation accuracy: ~99.5%) (This is the procedure you will see in the file)

License

MIT

oxford-flower-dataset-classifier's People

Contributors

mohshawky5193 avatar

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