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Emile Pierret
Emile Pierret
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Diffusion models for Gaussian distributions: Exact solutions and Wasserstein errors

Diffusion or score-based models recently showed high performance in image generation. They rely on a forward and a backward stochastic …
Emile Pierret, Bruno Galerne
May 2025 ICML 2025
PDF Code Poster
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@inproceedings{Pierret_Galerne_diffusion_models_Gaussian_exact_solutions_errors_ICML2025,
  title={Diffusion models for {G}aussian distributions: Exact solutions and Wasserstein errors},
  author={Emile Pierret and Bruno Galerne},
  booktitle={Forty-second International Conference on Machine Learning},
  year={2025},
}
Diffusion models for Gaussian distributions: Exact solutions and Wasserstein errors

Stochastic super-resolution for Gaussian microtextures

Super-Resolution (SR) is the problem that consists in reconstructing images that have been degraded by a zoom-out operator. This is an …
Emile Pierret, Bruno Galerne
April 2025 SIIMS journal
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@article{Pierret_Galerne_stochastic_superresolution_gaussian_microtextures_SIIMS_2025,
   author = {Pierret, \'{E}mile and Galerne, Bruno},
   title = {Stochastic Super-resolution for {G}aussian Microtextures},
   journal = {SIAM Journal on Imaging Sciences},
   volume = {18},
   number = {2},
   pages = {1176-1207},
   year = {2025},
   doi = {10.1137/24M1657407},
 }
Stochastic super-resolution for Gaussian microtextures
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