Robust Pre-Training by Adversarial Contrastive Learning - CAP6412 Spring 2021

Robust Pre-Training by Adversarial Contrastive Learning - CAP6412 Spring 2021

UCF CRCV via YouTube Direct link

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2 of 18

Background

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Robust Pre-Training by Adversarial Contrastive Learning - CAP6412 Spring 2021

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  1. 1 Intro
  2. 2 Background
  3. 3 Motivation
  4. 4 Contrastive Learning
  5. 5 Recap
  6. 6 Unsupervised adversarial training
  7. 7 Standard Simclair
  8. 8 Methodology
  9. 9 Dual Stream
  10. 10 Dual Stream Algorithm
  11. 11 KL Divergence
  12. 12 Semisupervised training
  13. 13 Experimental results
  14. 14 Testing accuracy
  15. 15 Semisupervised adversarial training
  16. 16 Ablation study
  17. 17 Robustness dynamics
  18. 18 Conclusion

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