One-Shot Generative Prior in Hankel-k-Space for Parallel Imaging Reconstruction

Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers

(2022) Yilmaz Korkmaz et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Homotopic Gradients of Generative Density Priors for MR Image Reconstruction

(2021) Cong Quan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Scan‐specific artifact reduction in k‐space (SPARK) neural networks synergize with physics‐based reconstruction to accelerate MRI

(2021) Yamin Arefeen et al.   MAGNETIC RESONANCE IN MEDICINE

MRI reconstruction using deep Bayesian estimation

(2020) Guanxiong Luo et al.   MAGNETIC RESONANCE IN MEDICINE

Self‐supervised learning of physics‐guided reconstruction neural networks without fully sampled reference data

(2020) Burhaneddin Yaman et al.   MAGNETIC RESONANCE IN MEDICINE

Image reconstruction with low-rankness and self-consistency of k-space data in parallel MRI

(2020) Xinlin Zhang et al.   MEDICAL IMAGE ANALYSIS

High-dimensional embedding network derived prior for compressive sensing MRI reconstruction

(2020) Minghui Zhang et al.   MEDICAL IMAGE ANALYSIS

Prior-Guided Image Reconstruction for Accelerated Multi-Contrast MRI via Generative Adversarial Networks

(2020) Salman U.H. Dar et al.   IEEE Journal of Selected Topics in Signal Processing

Highly undersampled magnetic resonance imaging reconstruction using autoencoding priors

(2019) Qiegen Liu et al.   MAGNETIC RESONANCE IN MEDICINE

${k}$ -Space Deep Learning for Accelerated MRI

(2019) Yoseo Han et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Generative Adversarial Networks: An Overview

(2018) Antonia Creswell et al.   IEEE SIGNAL PROCESSING MAGAZINE

Learning Joint-Sparse Codes for Calibration-Free Parallel MR Imaging

(2018) Shanshan Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction

(2018) Jo Schlemper et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Detail-Preserving Image Denoising via Adaptive Clustering and Progressive PCA Thresholding

(2018) Wenzhao Zhao et al.   IEEE Access

Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction

(2018)   IEEE TRANSACTIONS ON MEDICAL IMAGING

MoDL: Model Based Deep Learning Architecture for Inverse Problems

(2018)   IEEE TRANSACTIONS ON MEDICAL IMAGING

Scan-specific robust artificial-neural-networks for k-space interpolation (RAKI) reconstruction: Database-free deep learning for fast imaging

(2018) Mehmet Akçakaya et al.   MAGNETIC RESONANCE IN MEDICINE

MR Image Reconstruction Using Deep Density Priors

(2018) Kerem C. Tezcan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Learning a variational network for reconstruction of accelerated MRI data

(2017) Kerstin Hammernik et al.   MAGNETIC RESONANCE IN MEDICINE

Histopathological Image Classification Using Discriminative Feature-Oriented Dictionary Learning

(2016) Tiep Huu Vu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

P-LORAKS: Low-rank modeling of local k-space neighborhoods with parallel imaging data

(2015) Justin P. Haldar et al.   MAGNETIC RESONANCE IN MEDICINE

Low-Rank Modeling of Local $k$-Space Neighborhoods (LORAKS) for Constrained MRI

(2014) Justin P. Haldar   IEEE TRANSACTIONS ON MEDICAL IMAGING

Calibrationless parallel imaging reconstruction based on structured low-rank matrix completion

(2013) Peter J. Shin et al.   MAGNETIC RESONANCE IN MEDICINE

ESPIRiT-an eigenvalue approach to autocalibrating parallel MRI: Where SENSE meets GRAPPA

(2013) Martin Uecker et al.   MAGNETIC RESONANCE IN MEDICINE

Nonlocally Centralized Sparse Representation for Image Restoration

(2012) Weisheng Dong et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Parallel reconstruction using null operations

(2011) Jian Zhang et al.   MAGNETIC RESONANCE IN MEDICINE

A Connection Between Score Matching and Denoising Autoencoders

(2011) Pascal Vincent   NEURAL COMPUTATION

Image Super-Resolution Via Sparse Representation

(2010) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Compressed Sensing MRI

(2008) M. Lustig et al.   IEEE SIGNAL PROCESSING MAGAZINE