Browse State-of-the-Art › MRI Reconstruction › Papers, page 4
MRI Reconstruction
Papers archive 2025-07-28
archive papers tagged: 441 · with a code link: 198 · where Syntology ran a sample: 25 (21 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (25 of 441 tagged: 21 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)
Page 4 of 5: papers 301 to 400 of 441, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Encoding Enhanced Complex CNN for Accurate and Highly Accelerated MRI21 Jun 2023 0 repositories listed
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Cross-Modal Vertical Federated Learning for MRI Reconstruction5 Jun 2023 0 repositories listed
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Identification of Novel Diagnostic Neuroimaging Biomarkers for Autism Spectrum Disorder Through Convolutional Neural Network-Based Analysis of Functional, Structural, and Diffusion Tensor Imaging Data Towards Enhanced Autism Diagnosis30 May 2023 0 repositories listed
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Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz12 May 2023 0 repositories listed
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Coil Sketching for computationally-efficient MR iterative reconstruction10 May 2023 0 repositories listed
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Spatial and Modal Optimal Transport for Fast Cross-Modal MRI Reconstruction4 May 2023 0 repositories listed
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DD-CISENet: Dual-Domain Cross-Iteration Squeeze and Excitation Network for Accelerated MRI Reconstruction28 Apr 2023 0 repositories listed
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SPIRiT-Diffusion: Self-Consistency Driven Diffusion Model for Accelerated MRI11 Apr 2023 0 repositories listed
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GA-HQS: MRI reconstruction via a generically accelerated unfolding approach6 Apr 2023 0 repositories listed
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Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison Study31 Mar 2023 0 repositories listed
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MRI Reconstruction with Side Information using Diffusion Models26 Mar 2023 0 repositories listed
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Rethinking Dual-Domain Undersampled MRI reconstruction: domain-specific design from the perspective of the receptive field19 Mar 2023 0 repositories listed
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Exploring the Power of Generative Deep Learning for Image-to-Image Translation and MRI Reconstruction: A Cross-Domain Review16 Mar 2023 0 repositories listed
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Reconstruction of Cardiac Cine MRI Using Motion-Guided Deformable Alignment and Multi-Resolution Fusion9 Mar 2023 0 repositories listed
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PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification28 Feb 2023 0 repositories listed
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Dual-Domain Self-Supervised Learning for Accelerated Non-Cartesian MRI Reconstruction18 Feb 2023 0 repositories listed
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Edge-weighted pFISTA-Net for MRI Reconstruction15 Feb 2023 0 repositories listed
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Computationally Efficient 3D MRI Reconstruction with Adaptive MLP21 Jan 2023 0 repositories listed
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On Retrospective k-space Subsampling schemes For Deep MRI Reconstruction20 Jan 2023 0 repositories listed
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Holistic Multi-Slice Framework for Dynamic Simultaneous Multi-Slice MRI Reconstruction3 Jan 2023 0 repositories listed
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Spatiotemporal implicit neural representation for unsupervised dynamic MRI reconstruction31 Dec 2022 0 repositories listed
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SPIRiT-Diffusion: SPIRiT-driven Score-Based Generative Modeling for Vessel Wall imaging14 Dec 2022 0 repositories listed
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CloudBrain-ReconAI: An Online Platform for MRI Reconstruction and Image Quality Evaluation4 Dec 2022 0 repositories listed
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Deep unfolding as iterative regularization for imaging inverse problems24 Nov 2022 0 repositories listed
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On the Robustness of deep learning-based MRI Reconstruction to image transformations9 Nov 2022 0 repositories listed
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Compressed Sensing MRI Reconstruction Regularized by VAEs with Structured Image Covariance26 Oct 2022 0 repositories listed
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Stable Deep MRI Reconstruction using Generative Priors25 Oct 2022 0 repositories listed
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A Faithful Deep Sensitivity Estimation for Accelerated Magnetic Resonance Imaging23 Oct 2022 0 repositories listed
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Physics-informed Deep Diffusion MRI Reconstruction with Synthetic Data: Break Training Data Bottleneck in Artificial Intelligence20 Oct 2022 0 repositories listed
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A scan-specific unsupervised method for parallel MRI reconstruction via implicit neural representation19 Oct 2022 0 repositories listed
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A Deep Learning Approach for Parallel Imaging and Compressed Sensing MRI Reconstruction19 Sep 2022 0 repositories listed
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Self-Score: Self-Supervised Learning on Score-Based Models for MRI Reconstruction2 Sep 2022 0 repositories listed
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Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction18 Jul 2022 0 repositories listed
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A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction5 Jul 2022 0 repositories listed
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A Densely Interconnected Network for Deep Learning Accelerated MRI5 Jul 2022 0 repositories listed
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A Projection-Based K-space Transformer Network for Undersampled Radial MRI Reconstruction with Limited Training Subjects15 Jun 2022 0 repositories listed
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ERNAS: An Evolutionary Neural Architecture Search for Magnetic Resonance Image Reconstructions15 Jun 2022 0 repositories listed
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Seeking Common Ground While Reserving Differences: Multiple Anatomy Collaborative Framework for Undersampled MRI Reconstruction15 Jun 2022 0 repositories listed
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Physics-driven Deep Learning for PET/MRI11 Jun 2022 0 repositories listed
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Invertible Sharpening Network for MRI Reconstruction Enhancement6 Jun 2022 0 repositories listed
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Dynamic MRI using Learned Transform-based Tensor Low-Rank Network (LT²LR-Net)2 Jun 2022 0 repositories listed
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Self-supervised Deep Unrolled Reconstruction Using Regularization by Denoising7 May 2022 0 repositories listed
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A Deep Learning-based Integrated Framework for Quality-aware Undersampled Cine Cardiac MRI Reconstruction and Analysis2 May 2022 0 repositories listed
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Accelerated MRI With Deep Linear Convolutional Transform Learning17 Apr 2022 0 repositories listed
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A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis8 Apr 2022 0 repositories listed
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Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers1 Apr 2022 0 repositories listed
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A Long Short-term Memory Based Recurrent Neural Network for Interventional MRI Reconstruction28 Mar 2022 0 repositories listed
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Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging23 Mar 2022 0 repositories listed
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Rethinking the optimization process for self-supervised model-driven MRI reconstruction18 Mar 2022 0 repositories listed
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Undersampled MRI Reconstruction with Side Information-Guided Normalisation7 Mar 2022 0 repositories listed
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Predicting 4D Liver MRI for MR-guided Interventions25 Feb 2022 0 repositories listed
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DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction26 Jan 2022 0 repositories listed
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Equilibrated Zeroth-Order Unrolled Deep Networks for Accelerated MRI18 Dec 2021 0 repositories listed
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Edge-Enhanced Dual Discriminator Generative Adversarial Network for Fast MRI with Parallel Imaging Using Multi-view Information10 Dec 2021 0 repositories listed
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Contrastive Learning for Local and Global Learning MRI Reconstruction30 Nov 2021 0 repositories listed
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Reference-based Magnetic Resonance Image Reconstruction Using Texture Transformer18 Nov 2021 0 repositories listed
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Fast T2w/FLAIR MRI Acquisition by Optimal Sampling of Information Complementary to Pre-acquired T1w MRI11 Nov 2021 0 repositories listed
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Greedy Learning for Large-Scale Neural MRI Reconstruction19 Oct 2021 0 repositories listed
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SSFD: Self-Supervised Feature Distance as an MR Image Reconstruction Quality Metric19 Oct 2021 0 repositories listed
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Zero-Shot Physics-Guided Deep Learning for Subject-Specific MRI Reconstruction19 Oct 2021 0 repositories listed
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MRI Recovery with A Self-calibrated Denoiser18 Oct 2021 0 repositories listed
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Complex-valued Federated Learning with Differential Privacy and MRI Applications7 Oct 2021 0 repositories listed
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Uncertainty-aware GAN with Adaptive Loss for Robust MRI Image Enhancement7 Oct 2021 0 repositories listed
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An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset2 Oct 2021 0 repositories listed
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End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction23 Sep 2021 0 repositories listed
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A review and experimental evaluation of deep learning methods for MRI reconstruction17 Sep 2021 0 repositories listed
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Quality-aware Cine Cardiac MRI Reconstruction and Analysis from Undersampled k-space Data16 Sep 2021 0 repositories listed
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Accelerated MRI Reconstruction with Separable and Enhanced Low-Rank Hankel Regularization24 Jul 2021 0 repositories listed
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High-Resolution Pelvic MRI Reconstruction Using a Generative Adversarial Network with Attention and Cyclic Loss21 Jul 2021 0 repositories listed
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eRAKI: Fast Robust Artificial neural networks for K-space Interpolation (RAKI) with Coil Combination and Joint Reconstruction7 Jul 2021 0 repositories listed
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Over-and-Under Complete Convolutional RNN for MRI Reconstruction16 Jun 2021 0 repositories listed
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Sparse recovery based on the generalized error function26 May 2021 0 repositories listed
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Covariance-Free Sparse Bayesian Learning21 May 2021 0 repositories listed
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Joint Calibrationless Reconstruction and Segmentation of Parallel MRI19 May 2021 0 repositories listed
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Accelerating 3D MULTIPLEX MRI Reconstruction with Deep Learning17 May 2021 0 repositories listed
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Improved Simultaneous Multi-Slice Functional MRI Using Self-supervised Deep Learning10 May 2021 0 repositories listed
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Generative Adversarial Networks (GAN) Powered Fast Magnetic Resonance Imaging -- Mini Review, Comparison and Perspectives4 May 2021 0 repositories listed
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A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors13 Mar 2021 0 repositories listed
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Universal Undersampled MRI Reconstruction9 Mar 2021 0 repositories listed
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Memory-efficient Learning for High-Dimensional MRI Reconstruction6 Mar 2021 0 repositories listed
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On Instabilities of Conventional Multi-Coil MRI Reconstruction to Small Adverserial Perturbations25 Feb 2021 0 repositories listed
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Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction12 Feb 2021 0 repositories listed
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GRAPPA-GANs for Parallel MRI Reconstruction5 Jan 2021 0 repositories listed
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Active Deep Probabilistic Subsampling1 Jan 2021 0 repositories listed
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Data augmentation for deep learning based accelerated MRI reconstruction1 Jan 2021 0 repositories listed
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Machine Learning in Magnetic Resonance Imaging: Image Reconstruction9 Dec 2020 0 repositories listed
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Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery27 Nov 2020 0 repositories listed
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Risk Quantification in Deep MRI Reconstruction23 Oct 2020 0 repositories listed
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Regularized Compression of MRI Data: Modular Optimization of Joint Reconstruction and Coding8 Oct 2020 0 repositories listed
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Enhanced MRI Reconstruction Network using Neural Architecture Search19 Aug 2020 0 repositories listed
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Multi-Mask Self-Supervised Learning for Physics-Guided Neural Networks in Highly Accelerated MRI13 Aug 2020 0 repositories listed
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MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction24 Jul 2020 0 repositories listed
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MRI Image Reconstruction via Learning Optimization Using Neural ODEs24 Jun 2020 0 repositories listed
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Deep Attentive Wasserstein Generative Adversarial Networks for MRI Reconstruction with Recurrent Context-Awareness23 Jun 2020 0 repositories listed
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High-Fidelity Accelerated MRI Reconstruction by Scan-Specific Fine-Tuning of Physics-Based Neural Networks12 May 2020 0 repositories listed
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Deep variational network for rapid 4D flow MRI reconstruction20 Apr 2020 0 repositories listed
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An Adaptive Intelligence Algorithm for Undersampled Knee MRI Reconstruction15 Apr 2020 0 repositories listed
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Co-VeGAN: Complex-Valued Generative Adversarial Network for Compressive Sensing MR Image Reconstruction24 Feb 2020 0 repositories listed
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Learning to Predict Error for MRI Reconstruction13 Feb 2020 0 repositories listed
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Addressing The False Negative Problem of MRI Reconstruction Networks by Adversarial Attacks and Robust Training25 Jan 2020 0 repositories listed