Extreme View Synthesis: Novel Techniques and Challenges

Extreme View Synthesis: Novel Techniques and Challenges

UCF CRCV via YouTube Direct link

Refinement Network Training

18 of 25

18 of 25

Refinement Network Training

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Extreme View Synthesis: Novel Techniques and Challenges

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  1. 1 Outline
  2. 2 What is Novel View Synthesis?
  3. 3 Stereo Magnification: Learning view synthesis using multiplane images, Zhou et al.
  4. 4 Stereo Magnification: Multiplane Image
  5. 5 DeepMVS: Learning multi-view stereopsis, Huang et al.
  6. 6 DeepMVS: Patch Matching
  7. 7 DeepMVS: Inter-Volume Feature Aggregation
  8. 8 DeepMVS: Disparity Maps
  9. 9 What is trying to be solved?
  10. 10 Proposed Solution
  11. 11 Proposed Architecture
  12. 12 Estimating the Depth Probability Volume
  13. 13 Depth Probability Distributions and Discontinuities
  14. 14 Estimating Depth Probability of the Novel Vie
  15. 15 Synthesis of a Novel View
  16. 16 Artifacts Present After Synthesis
  17. 17 Patch Warping
  18. 18 Refinement Network Training
  19. 19 Refinement Example
  20. 20 Evaluation
  21. 21 Quantitative Results
  22. 22 Comparison to Stereo Magnification
  23. 23 Comparison to Soft3D
  24. 24 Limitations
  25. 25 Conclusion

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