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