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Conditional Injective Flows for Bayesian Imaging

Journal Article · · IEEE Transactions on Computational Imaging
 [1];  [2];  [1];  [3];  [4];  [1]
  1. Department of Mathematics and Computer Science, University of Basel, Basel, Switzerland
  2. Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA
  3. Department of Electrical Engineering, Sharif University of Technology, Tehran, Iran
  4. Department of Computational and Applied Mathematics, Rice University, Houston, TX, USA
Not Available
Research Organization:
Rice University, Houston, TX (United States)
Sponsoring Organization:
European Research Council (ERC); USDOE; USDOE Office of Science (SC)
Grant/Contract Number:
SC0020345
OSTI ID:
1960450
Alternate ID(s):
OSTI ID: 2421555
OSTI ID: 1960451
Journal Information:
IEEE Transactions on Computational Imaging, Journal Name: IEEE Transactions on Computational Imaging Vol. 9; ISSN 2573-0436
Publisher:
Institute of Electrical and Electronics EngineersCopyright Statement
Country of Publication:
United States
Language:
English

References (32)

Conditional Invertible Neural Networks for Diverse Image-to-Image Translation book January 2021
Full-Glow: Fully Conditional Glow for More Realistic Image Generation book January 2021
Solving inverse problems using conditional invertible neural networks journal May 2021
Cryo-electron tomography journal January 2017
LoDoPaB-CT, a benchmark dataset for low-dose computed tomography reconstruction journal April 2021
Deep learning for undersampled MRI reconstruction journal June 2018
Gradient-based learning applied to document recognition journal January 1998
A Style-Based Generator Architecture for Generative Adversarial Networks conference June 2019
C-Flow: Conditional Generative Flow Models for Images and 3D Point Clouds conference June 2020
Analyzing and Improving the Image Quality of StyleGAN conference June 2020
Deep Learning Face Attributes in the Wild conference December 2015
Cryo-Electron Microscopy Image Denoising Using Multi-Frequency Vector Diffusion Maps conference September 2021
Deep residual learning for compressed sensing MRI conference April 2017
Learning Multiscale Convolutional Dictionaries for Image Reconstruction journal January 2022
Bayesian Inversion for Nonlinear Imaging Models Using Deep Generative Priors journal January 2022
Deep-Learning Schemes for Full-Wave Nonlinear Inverse Scattering Problems journal April 2019
Deep Convolutional Neural Network for Inverse Problems in Imaging journal September 2017
Representation Learning: A Review and New Perspectives journal August 2013
Should Penalized Least Squares Regression be Interpreted as Maximum A Posteriori Estimation? journal May 2011
A Randomized Maximum A Posteriori Method for Posterior Sampling of High Dimensional Nonlinear Bayesian Inverse Problems journal January 2018
Scalable Bayesian Uncertainty Quantification in Imaging Inverse Problems via Convex Optimization journal January 2019
Keeping the neural networks simple by minimizing the description length of the weights conference January 1993
Reliable amortized variational inference with physics-based latent distribution correction journal February 2023
Superresolution in total internal reflection tomography journal September 2005
Structured Output Learning with Conditional Generative Flows journal April 2020
Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging journal May 2021
Cone beam Computed Tomography: Basics and Applications in Dentistry journal November 2017
VoxCeleb: A Large-Scale Speaker Identification Dataset conference August 2017
A Global Uniqueness Theorem for an Inverse Boundary Value Problem journal January 1987
Global Uniqueness for a Two-Dimensional Inverse Boundary Value Problem journal January 1996
Manifold Rewiring for Unlabeled Imaging conference November 2022
Solving inverse wave scattering with deep learning journal January 2022