Towards Understanding Transfer Learning with Applications to Medical Imaging

Towards Understanding Transfer Learning with Applications to Medical Imaging

Simons Institute via YouTube Direct link

Evaluating Transfer: Main Takeaways

6 of 12

6 of 12

Evaluating Transfer: Main Takeaways

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Towards Understanding Transfer Learning with Applications to Medical Imaging

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  1. 1 Intro
  2. 2 Transfer in Deep Learning Applications
  3. 3 Github for Transfer Learning
  4. 4 Do better ImageNet models transfer better? (Komblith, Shlens, Le), 2019
  5. 5 Performance Results on Chest X-rays
  6. 6 Evaluating Transfer: Main Takeaways
  7. 7 Going Beyond Performance Evaluations
  8. 8 CCA for Feature Similarity
  9. 9 Similarity of Deep Representations
  10. 10 Feature Similarity in Transfer with CCA Compare feature similarity of
  11. 11 Feature Similarity and Reuse
  12. 12 Open Questions

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