Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction

12 February 2021

Papers citing "Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction"

23 / 23 papers shown

Title
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems Jeffrey Wen Rizwan Ahmad Philip Schniter 29 0 0 14 May 2025
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions Onat Dalmaz Arjun D Desai Reinhard Heckel Tolga Çukur Akshay Chaudhari B. Hargreaves 29 0 0 04 May 2025
Uncertainty Estimation for Trust Attribution to Speed-of-Sound Reconstruction with Variational Networks Sonia Laguna Lin Zhang Can Deniz Bezek Monika Farkas Dieter Schweizer Rahel A. Kubik-Huch O. Goksel OOD 35 0 0 15 Apr 2025
BUFF: Bayesian Uncertainty Guided Diffusion Probabilistic Model for Single Image Super-Resolution Zihao He Shengchuan Zhang R. Hu Yunhang Shen Yuyao Zhang DiffM 57 0 0 04 Apr 2025
How Should We Evaluate Uncertainty in Accelerated MRI Reconstruction? Luca Trautmann Peter Wijeratne Itamar Ronen Ivor Simpson 61 0 0 13 Mar 2025
Guiding Quantitative MRI Reconstruction with Phase-wise Uncertainty Haozhong Sun Zhongsen Li Chenlin Du Haokun Li Yajie Wang Huijun Chen 59 0 0 28 Feb 2025
Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction Jeffrey Wen Rizwan Ahmad Philip Schniter 39 2 0 28 May 2024
NPB-REC: A Non-parametric Bayesian Deep-learning Approach for Undersampled MRI Reconstruction with Uncertainty Estimation Samah Khawaled Moti Freiman UQCV 37 3 0 06 Apr 2024
R2D2 image reconstruction with model uncertainty quantification in radio astronomy Amir Aghabiglou Chung San Chu A. Dabbech Yves Wiaux 31 0 0 26 Mar 2024
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 41 20 0 09 Oct 2023
Propagation and Attribution of Uncertainty in Medical Imaging Pipelines Leonhard F. Feiner M. Menten Kerstin Hammernik Paul Hager Wenqi Huang Rafael Azevedo R. Braren Georgios Kaissis MedIm 11 3 0 28 Sep 2023
Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction Paul Fischer Thomas Kustner Christian F. Baumgartner 29 8 0 04 Aug 2023
Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz D. Bhutto Bo Zhu J. Liu Neha Koonjoo H. Li Bruce Rosen M. Rosen UQCV OOD 15 2 0 12 May 2023
PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification Mevan Ekanayake Kamlesh Pawar Gary Egan Zhaolin Chen UQCV 18 0 0 28 Feb 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV 46 86 0 16 Feb 2023
Posterior-Variance-Based Error Quantification for Inverse Problems in Imaging Dominik Narnhofer Andreas Habring M. Holler T. Pock 25 14 0 23 Dec 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 24 69 0 23 Mar 2022
Bayesian MRI Reconstruction with Joint Uncertainty Estimation using Diffusion Models Guanxiong Luo Moritz Blumenthal Martin Heide M. Uecker DiffM MedIm 16 69 0 03 Feb 2022
Posterior temperature optimized Bayesian models for inverse problems in medical imaging M. Laves Malte Tolle Alexander Schlaefer Sandy Engelhardt 35 10 0 02 Feb 2022
SoftDropConnect (SDC) -- Effective and Efficient Quantification of the Network Uncertainty in Deep MR Image Analysis Qing Lyu C. Whitlow Ge Wang UQCV BDL 15 1 0 20 Jan 2022
A review and experimental evaluation of deep learning methods for MRI reconstruction Arghya Pal Yogesh Rathi 3DV 47 41 0 17 Sep 2021
Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery Mahmut Yurt Muzaffer Özbey S. Dar Berk Tınaz K. Oguz Tolga Çukur MedIm 33 29 0 27 Nov 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015