Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition

8 February 2019

Pascal Vincent

Papers citing "Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition"

50 / 59 papers shown

Title
Active Sampling for MRI-based Sequential Decision Making Yuning Du Jingshuai Liu R. Dharmakumar Sotirios A. Tsaftaris 59 0 0 07 May 2025
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image Reconstruction Ziqi Gao Wendi Yang Yujia Li Lei Xing S. Kevin Zhou 62 0 0 31 Oct 2024
Adaptive Selection of Sampling-Reconstruction in Fourier Compressed Sensing Seongmin Hong Jaehyeok Bae Jongho Lee S. Chun 59 0 0 18 Sep 2024
LSST: Learned Single-Shot Trajectory and Reconstruction Network for MR Imaging H. Aggarwal Sudhanya Chatterjee D. Shanbhag Uday Patil K.V.S. Hari 123 0 0 08 Aug 2024
Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling Noam Elata T. Michaeli Michael Elad DiffM MedIm 60 9 0 11 Jul 2024
The MRI Scanner as a Diagnostic: Image-less Active Sampling Yuning Du R. Dharmakumar Sotirios A. Tsaftaris 62 2 0 24 Jun 2024
Adaptive Sampling of k-Space in Magnetic Resonance for Rapid Pathology Prediction Chen-Yu Yen Raghav Singhal Umang Sharma Rajesh Ranganath S. Chopra Lerrel Pinto 54 2 0 06 Jun 2024
DuDoUniNeXt: Dual-domain unified hybrid model for single and multi-contrast undersampled MRI reconstruction Ziqi Gao Yue Zhang Xinwen Liu Kaiyan Li S. Kevin Zhou 72 1 0 08 Mar 2024
Uncertainty Estimation in Contrast-Enhanced MR Image Translation with Multi-Axis Fusion Ivo M. Baltruschat Parvaneh Janbakhshi Melanie Dohmen Matthias Lenga MedIm 76 2 0 20 Nov 2023
On the Quantification of Image Reconstruction Uncertainty without Training Data Sirui Bi Victor Fung Jiaxin Zhang 53 1 0 16 Nov 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 117 31 0 22 Oct 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 99 27 0 09 Oct 2023
Reinforcement Learning for Sampling on Temporal Medical Imaging Sequences Zhishen Huang 106 1 0 28 Aug 2023
Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic Smoothing Ziyan Wang Hao Wang UQCV 82 0 0 11 Jun 2023
USIM-DAL: Uncertainty-aware Statistical Image Modeling-based Dense Active Learning for Super-resolution Vikrant Rangnekar Uddeshya Upadhyay Zeynep Akata Biplab Banerjee 72 4 0 27 May 2023
Learning Task-Specific Strategies for Accelerated MRI Zihui Wu Tianwei Yin Yu Sun R. Frost A. Kouwe Adrian Dalca Katherine Bouman 60 4 0 25 Apr 2023
ALUM: Adversarial Data Uncertainty Modeling from Latent Model Uncertainty Compensation Wei Wei Jiahuan Zhou Hongze Li Yingying Wu 38 1 0 29 Mar 2023
Learning Federated Visual Prompt in Null Space for MRI Reconstruction Chun-Mei Feng Bangjun Li Xinxing Xu Yong Liu Huazhu Fu W. Zuo FedML 99 47 0 28 Mar 2023
PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification Mevan Ekanayake Kamlesh Pawar Gary Egan Zhaolin Chen UQCV 50 0 0 28 Feb 2023
Dual-Domain Self-Supervised Learning for Accelerated Non-Cartesian MRI Reconstruction Bo Zhou Jo Schlemper Neel Dey Seyed Sadegh Mohseni Salehi Kevin Sheth Chi Liu James S. Duncan M. Sofka OOD 76 18 0 18 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 127 92 0 16 Feb 2023
On the Feasibility of Machine Learning Augmented Magnetic Resonance for Point-of-Care Identification of Disease R. Singhal Mukund Sudarshan Anish Mahishi S. Kaushik L. Ginocchio A. Tong H. Chandarana D. Sodickson Rajesh Ranganath S. Chopra 132 5 0 27 Jan 2023
On Retrospective k-space Subsampling schemes For Deep MRI Reconstruction George Yiasemis Clara I. Sánchez Jan-Jakob Sonke Jonas Teuwen 91 17 0 20 Jan 2023
L2SR: Learning to Sample and Reconstruct for Accelerated MRI via Reinforcement Learning Pu Yang Bin Dong OffRL AI4TS 54 0 0 05 Dec 2022
ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference Nikita Durasov Nik Dorndorf Hieu M. Le Pascal Fua UQCV 89 10 0 21 Nov 2022
Active CT Reconstruction with a Learned Sampling Policy Member Ieee Ce Wang Kun Shang Member Ieee Haimiao Zhang Shang Zhao Senior Member Ieee Dong Liang F. I. S. Kevin Zhou 68 9 0 03 Nov 2022
JoJoNet: Joint-contrast and Joint-sampling-and-reconstruction Network for Multi-contrast MRI Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Dinggang Shen Terrence Chen Shanhui Sun 57 6 0 22 Oct 2022
A Path Towards Clinical Adaptation of Accelerated MRI Michael S. Yao M. Hansen MedIm 127 1 0 26 Aug 2022
PUERT: Probabilistic Under-sampling and Explicable Reconstruction Network for CS-MRI Jingfen Xie Jian Zhang Yongbing Zhang Xiangyang Ji 76 31 0 24 Apr 2022
Learning Optimal K-space Acquisition and Reconstruction using Physics-Informed Neural Networks Wei Peng Li Feng Guoying Zhao Fan Liu OOD 56 19 0 05 Apr 2022
On learning adaptive acquisition policies for undersampled multi-coil MRI reconstruction Timothy C. Bakker Matthew Muckley Adriana Romero Soriano M. Drozdzal Luis Villaseñor-Pineda 73 18 0 30 Mar 2022
Active Phase-Encode Selection for Slice-Specific Fast MR Scanning Using a Transformer-Based Deep Reinforcement Learning Framework Yiming Liu Yanwei Pang Ruiqi Jin Zhenchang Wang MedIm 50 2 0 11 Mar 2022
Dual-Domain Reconstruction Networks with V-Net and K-Net for fast MRI Xiaohan Liu Yanwei Pang Ruiqi Jin Yu Liu Zhenchang Wang 47 31 0 11 Mar 2022
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction Bo Zhou Neel Dey Jo Schlemper S. Salehi Chi Liu James S. Duncan M. Sofka MedIm 87 57 0 26 Jan 2022
Fast T2w/FLAIR MRI Acquisition by Optimal Sampling of Information Complementary to Pre-acquired T1w MRI Junwei Yang Xiao-Xin Li Feihong Liu Dong Nie Pietro Lio H. Qi Dinggang Shen 60 4 0 11 Nov 2021
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications Xinlei Zhou Han Liu Farhad Pourpanah T. Zeng Xizhao Wang UQCV UD 124 61 0 03 Nov 2021
Uncertainty-aware GAN with Adaptive Loss for Robust MRI Image Enhancement Uddeshya Upadhyay Viswanath P. Sudarshan Suyash P. Awate MedIm 99 21 0 07 Oct 2021
A review and experimental evaluation of deep learning methods for MRI reconstruction Arghya Pal Yogesh Rathi 3DV 108 47 0 17 Sep 2021
Deep MRI Reconstruction with Radial Subsampling George Yiasemis Chaoping Zhang C. Sánchez Jan-Jakob Sonke Jonas Teuwen 119 9 0 17 Aug 2021
Active 3D Shape Reconstruction from Vision and Touch Edward James Smith David Meger Luis Villaseñor-Pineda Roberto Calandra Jitendra Malik Adriana Romero M. Drozdzal 91 47 0 20 Jul 2021
Unsupervised Embedding Learning from Uncertainty Momentum Modeling Jiahuan Zhou Yansong Tang Fuchun Sun Ying Nian Wu 37 1 0 19 Jul 2021
Real-Time Mapping of Tissue Properties for Magnetic Resonance Fingerprinting Yilin Liu Yong Chen P. Yap 71 5 0 16 Jul 2021
Towards Robust Active Feature Acquisition Yang Li Siyuan Shan Qin Liu Junier B. Oliva TPM 54 4 0 09 Jul 2021
Uncertainty-Guided Progressive GANs for Medical Image Translation Uddeshya Upadhyay Yanbei Chen Tobias Hepp S. Gatidis Zeynep Akata MedIm 81 24 0 29 Jun 2021
End-to-End Sequential Sampling and Reconstruction for MRI Tianwei Yin Zihui Wu He Sun Adrian Dalca Yisong Yue Katherine Bouman 82 20 0 13 May 2021
Deep reinforcement learning in medical imaging: A literature review S. Kevin Zhou Hoang Ngan Le Khoa Luu Hien V Nguyen N. Ayache LM&MA OffRL MedIm 77 149 0 05 Mar 2021
Active Sampling for Accelerated MRI with Low-Rank Tensors Zichang He Bo Zhao Zheng Zhang MedIm 61 5 0 23 Dec 2020
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 360 1,947 0 12 Nov 2020
Experimental design for MRI by greedy policy search Tim Bakker H. V. Hoof Max Welling 59 59 0 30 Oct 2020
Towards learned optimal q-space sampling in diffusion MRI Tomer Weiss S. Vedula Ortal Senouf O. Michailovich A. Bronstein MedIm 36 3 0 07 Sep 2020