Towards Understanding Transfer Learning with Applications to Medical Imaging

Towards Understanding Transfer Learning with Applications to Medical Imaging

Simons Institute via YouTube Direct link

Do better ImageNet models transfer better? (Komblith, Shlens, Le), 2019

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4 of 12

Do better ImageNet models transfer better? (Komblith, Shlens, Le), 2019

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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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