Bayesian Inference with Plug-and-Play Priors - Imaging and Inverse Problems Seminar

Bayesian Inference with Plug-and-Play Priors - Imaging and Inverse Problems Seminar

Society for Industrial and Applied Mathematics via YouTube Direct link

Unknown Models

5 of 29

5 of 29

Unknown Models

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Classroom Contents

Bayesian Inference with Plug-and-Play Priors - Imaging and Inverse Problems Seminar

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  1. 1 Introduction
  2. 2 Presentation
  3. 3 Variational Approach
  4. 4 Infinite Dimensions
  5. 5 Unknown Models
  6. 6 Basin Framework
  7. 7 Estimators
  8. 8 Basin computation
  9. 9 Training data
  10. 10 Denoisers
  11. 11 Oracle Models
  12. 12 Spacing Assumption
  13. 13 Oracle Denoiser
  14. 14 Gradient of Prior
  15. 15 Gradient Algorithms
  16. 16 Denoiser
  17. 17 Algorithms
  18. 18 Gradient Descent
  19. 19 Numerical Illustrations
  20. 20 Histogram
  21. 21 Perspective
  22. 22 Conclusion
  23. 23 Questions
  24. 24 Noise
  25. 25 Signal Dependent Noise
  26. 26 Yoshida Regularization
  27. 27 Quantum Enhanced Imaging
  28. 28 Priors
  29. 29 Computing Times

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