Computer Vision and Pattern Recognition · Computer Science
CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstruction
Chengyan Wang, Jun Lyu, Shuo Wang, Chen Qin +24
2023-09-21
Image and Video Processing · Electrical Eng. & Systems
An All-in-one Approach for Accelerated Cardiac MRI Reconstruction
Kian Anvari Hamedani, Narges Razizadeh, Shahabedin Nabavi, Mohsen Ebrahimi Moghaddam
2025-04-29
Image and Video Processing · Electrical Eng. & Systems
CMRxRecon2024: A Multi-Modality, Multi-View K-Space Dataset Boosting Universal Machine Learning for Accelerated Cardiac MRI
Zi Wang, Fanwen Wang, Chen Qin, Jun Lyu +28
2025-01-17
Image and Video Processing · Electrical Eng. & Systems
Enabling Ultra-Fast Cardiovascular Imaging Across Heterogeneous Clinical Environments with A Generalist Foundation Model and Multimodal Database
Zi Wang, Mingkai Huang, Zhang Shi, Hongjie Hu +60
2026-04-15
Computer Vision and Pattern Recognition · Computer Science
UPCMR: A Universal Prompt-guided Model for Random Sampling Cardiac MRI Reconstruction
Donghang Lyu, Chinmay Rao, Marius Staring, Matthias J. P. van Osch +3
2025-02-24
Image and Video Processing · Electrical Eng. & Systems
Convolutional Framework for Accelerated Magnetic Resonance Imaging
Shen Zhao, Lee C. Potter, Kiryung Lee, Rizwan Ahmad
2020-07-10
Image and Video Processing · Electrical Eng. & Systems
Unsupervised Motion-Compensated Decomposition for Cardiac MRI Reconstruction via Neural Representation
Xuanyu Tian, Lixuan Chen, Qing Wu, Xiao Wang +3
2025-11-18
Computer Vision and Pattern Recognition · Computer Science
KP-INR: A Dual-Branch Implicit Neural Representation Model for Cardiac Cine MRI Reconstruction
Donghang Lyu, Marius Staring, Mariya Doneva, Hildo J. Lamb +1
2025-08-19
Image and Video Processing · Electrical Eng. & Systems
Inline AI: Open-source Deep Learning Inference for Cardiac MR
Hui Xue, Rhodri H Davies, James Howard, Hunain Shiwani +7
2024-04-04
Image and Video Processing · Electrical Eng. & Systems
A Deep Learning-based Integrated Framework for Quality-aware Undersampled Cine Cardiac MRI Reconstruction and Analysis
Inês P. Machado, Esther Puyol-Antón, Kerstin Hammernik, Gastão Cruz +9
2022-05-05
Image and Video Processing · Electrical Eng. & Systems
Towards Modality- and Sampling-Universal Learning Strategies for Accelerating Cardiovascular Imaging: Summary of the CMRxRecon2024 Challenge
Fanwen Wang, Zi Wang, Yan Li, Jun Lyu +59
2025-12-05
Computer Vision and Pattern Recognition · Computer Science
Multimodal Representation Learning of Cardiovascular Magnetic Resonance Imaging
Jielin Qiu, Peide Huang, Makiya Nakashima, Jaehyun Lee +9
2023-04-18
Image and Video Processing · Electrical Eng. & Systems
Deep Multi-contrast Cardiac MRI Reconstruction via vSHARP with Auxiliary Refinement Network
George Yiasemis, Nikita Moriakov, Jan-Jakob Sonke, Jonas Teuwen
2024-11-05
Image and Video Processing · Electrical Eng. & Systems
Classification, Regression and Segmentation directly from k-Space in Cardiac MRI
Ruochen Li, Jiazhen Pan, Youxiang Zhu, Juncheng Ni +1
2024-07-30
Image and Video Processing · Electrical Eng. & Systems
Automatic Multi-Class Cardiovascular Magnetic Resonance Image Quality Assessment using Unsupervised Domain Adaptation in Spatial and Frequency Domains
Shahabedin Nabavi, Hossein Simchi, Mohsen Ebrahimi Moghaddam, Alejandro F. Frangi +1
2025-10-28
Computer Vision and Pattern Recognition · Computer Science
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI
Jure Zbontar, Florian Knoll, Anuroop Sriram, Tullie Murrell +23
2019-12-12
Image and Video Processing · Electrical Eng. & Systems
Unsupervised reconstruction of accelerated cardiac cine MRI using Neural Fields
Tabita Catalán, Matías Courdurier, Axel Osses, René Botnar +2
2023-07-28
Image and Video Processing · Electrical Eng. & Systems
Towards a vision foundation model for comprehensive assessment of Cardiac MRI
Athira J Jacob, Indraneel Borgohain, Teodora Chitiboi, Puneet Sharma +2
2025-12-03
Image and Video Processing · Electrical Eng. & Systems
DiffCMR: Fast Cardiac MRI Reconstruction with Diffusion Probabilistic Models
Tianqi Xiang, Wenjun Yue, Yiqun Lin, Jiewen Yang +2
2023-12-11
Computer Vision and Pattern Recognition · Computer Science
No Image, No Problem: End-to-End Multi-Task Cardiac Analysis from Undersampled k-Space
Yundi Zhang, Sevgi Gokce Kafali, Niklas Bubeck, Daniel Rueckert +1
2026-03-11
Image and Video Processing · Electrical Eng. & Systems
Quality-aware Cine Cardiac MRI Reconstruction and Analysis from Undersampled k-space Data
Ines Machado, Esther Puyol-Anton, Kerstin Hammernik, Gastao Cruz +7
2021-09-17
Image and Video Processing · Electrical Eng. & Systems
Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging
Wenqi Huang, Hongwei Li, Jiazhen Pan, Gastao Cruz +2
2023-06-21
Image and Video Processing · Electrical Eng. & Systems
Deep Cardiac MRI Reconstruction with ADMM
George Yiasemis, Nikita Moriakov, Jan-Jakob Sonke, Jonas Teuwen
2023-10-11
Image and Video Processing · Electrical Eng. & Systems
Accelerating Cardiac MRI Reconstruction with CMRatt: An Attention-Driven Approach
Anam Hashmi, Julia Dietlmeier, Kathleen M. Curran, Noel E. O'Connor
2024-04-11