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· 19 min read
Vinayak Nayak

In this post, we shall look at the task of metric learning, and implement the paper Classification is a strong baseline for deep metric learning on the Inshop dataset

  • What is Metric Learning?
  • Framing Image Classification as an Image Retrieval problem
  • Model Architecture
  • Loss Function
  • The Inshop Dataset
  • Implementing the paper on inshop dataset in fastai
    • Building a datablock & dataloader
    • Implementing a custom sampler
    • Implementing a custom metric
    • Training the model
  • Evaluation on unseen data
  • References