Spirit-diffusion: Self-consistency driven diffusion model for accelerated mri

ZX Cui, C Cao, Y Wang, S Jia, J Cheng… - … on Medical Imaging, 2024 - ieeexplore.ieee.org
Diffusion models have emerged as a leading methodology for image generation and have
proven successful in the realm of magnetic resonance imaging (MRI) reconstruction …

[HTML][HTML] Advancements in Physics-Informed Neural Networks for Laminated Composites: A Comprehensive Review

S Khalid, MH Yazdani, MM Azad, MU Elahi, I Raouf… - Mathematics, 2024 - mdpi.com
Physics-Informed Neural Networks (PINNs) integrate physics principles with machine
learning, offering innovative solutions for complex modeling challenges. Laminated …

A Multiscale Generalized Shrinkage Threshold Network for Image Blind Deblurring in Remote Sensing

Y Feng, Y Yang, X Fan, Z Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Remote sensing images are essential for many applications of the Earth's sciences, but their
quality can usually be degraded due to limitations in sensor technology and complex …

OCUCFormer: An Over-Complete Under-Complete Transformer Network for accelerated MRI reconstruction

M Al Fahim, S Ramanarayanan, GS Rahul… - Image and Vision …, 2024 - Elsevier
Many deep learning-based architectures have been proposed for accelerated Magnetic
Resonance Imaging (MRI) reconstruction. However, existing encoder-decoder-based …

Score-based Diffusion Models With Self-supervised Learning For Accelerated 3D Multi-contrast Cardiac Magnetic Resonance Imaging

Y Liu, ZX Cui, S Qin, C Liu, H Zheng, H Wang… - arxiv preprint arxiv …, 2023 - arxiv.org
Long scan time significantly hinders the widespread applications of three-dimensional multi-
contrast cardiac magnetic resonance (3D-MC-CMR) imaging. This study aims to accelerate …

Guided MRI Reconstruction via Schr\" odinger Bridge

Y Wang, T Zhou, Z Cui, B Huang, H Zheng… - arxiv preprint arxiv …, 2024 - arxiv.org
Magnetic Resonance Imaging (MRI) is a multi-contrast imaging technique in which different
contrast images share similar structural information. However, conventional diffusion models …

K-space Diffusion Model Based MR Reconstruction Method for Simultaneous Multislice Imaging

T Zhao, Z Cui, C Liu, X Wu, Y Zhou, D Liang… - arxiv preprint arxiv …, 2025 - arxiv.org
Simultaneous Multi-Slice (SMS) is a magnetic resonance imaging (MRI) technique which
excites several slices concurrently using multiband radiofrequency pulses to reduce …