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Main Authors:	Cai, Qinrong, Guan, Yu, Chen, Zhibo, Liang, Dong, Fan, Qiuyun, Liu, Qiegen
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2506.18270
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Zero-shot Dynamic MRI Reconstruction with Global-to-local Diffusion Model
by: Guan, Yu, et al.
Published: (2024)

TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling
by: Ge, Ruiquan, et al.
Published: (2024)

Domain-conditioned and Temporal-guided Diffusion Modeling for Accelerated Dynamic MRI Reconstruction
by: Zhang, Liping, et al.
Published: (2025)

Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI
by: Huang, Shoujin, et al.
Published: (2024)

Clinically Feasible Diffusion Reconstruction for Highly-Accelerated Cardiac Cine MRI
by: Qiu, Shihan, et al.
Published: (2024)

Physics-informed DeepCT: Sinogram Wavelet Decomposition Meets Masked Diffusion
by: Zhou, Zekun, et al.
Published: (2025)

Partitioned Hankel-based Diffusion Models for Few-shot Low-dose CT Reconstruction
by: Zhang, Wenhao, et al.
Published: (2024)

Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without Noise
by: Shen, Guoyao, et al.
Published: (2023)

MSDiff: Multi-Scale Diffusion Model for Ultra-Sparse View CT Reconstruction
by: Zhang, Junyan, et al.
Published: (2024)

AID-DTI: Accelerating High-fidelity Diffusion Tensor Imaging with Detail-Preserving Model-based Deep Learning
by: Fan, Wenxin, et al.
Published: (2024)

Joint Diffusion: Mutual Consistency-Driven Diffusion Model for PET-MRI Co-Reconstruction
by: Xie, Taofeng, et al.
Published: (2023)

Ordered-subsets Multi-diffusion Model for Sparse-view CT Reconstruction
by: Yu, Pengfei, et al.
Published: (2025)

UEPS: Robust and Efficient MRI Reconstruction
by: Zhou, Xiang, et al.
Published: (2026)

Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction
by: Cai, Yue, et al.
Published: (2024)

Gabor Primitives for Accelerated Cardiac Cine MRI Reconstruction
by: Huang, Wenqi, et al.
Published: (2026)

Self-Consistent Nested Diffusion Bridge for Accelerated MRI Reconstruction
by: Song, Tao, et al.
Published: (2024)

Phy-Diff: Physics-guided Hourglass Diffusion Model for Diffusion MRI Synthesis
by: Zhang, Juanhua, et al.
Published: (2024)

High-Frequency Space Diffusion Models for Accelerated MRI
by: Cao, Chentao, et al.
Published: (2022)

Accelerating Cardiac MRI Reconstruction with CMRatt: An Attention-Driven Approach
by: Hashmi, Anam, et al.
Published: (2024)

Virtual-mask Informed Prior for Sparse-view Dual-Energy CT Reconstruction
by: Chen, Zini, et al.
Published: (2025)

Self-Supervised MRI Reconstruction with Unrolled Diffusion Models
by: Korkmaz, Yilmaz, et al.
Published: (2023)

A Self-supervised Diffusion Bridge for MRI Reconstruction
by: Gao, Harry, et al.
Published: (2025)

FD-DiT: Frequency Domain-Directed Diffusion Transformer for Low-Dose CT Reconstruction
by: Liu, Qiqing, et al.
Published: (2025)

ADIR: Adaptive Diffusion for Image Reconstruction
by: Abu-Hussein, Shady, et al.
Published: (2022)

Guided MRI Reconstruction via Schrödinger Bridge
by: Wang, Yue, et al.
Published: (2024)

MDPG: Multi-domain Diffusion Prior Guidance for MRI Reconstruction
by: Zhang, Lingtong, et al.
Published: (2025)

Self-Supervised Adversarial Diffusion Models for Fast MRI Reconstruction
by: Safari, Mojtaba, et al.
Published: (2024)

CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI Reconstruction
by: Zhang, Liping, et al.
Published: (2023)

Accelerated Multi-Contrast MRI Reconstruction via Frequency and Spatial Mutual Learning
by: Chen, Qi, et al.
Published: (2024)

Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction
by: Meng, Yucong, et al.
Published: (2024)

When Diffusion MRI Meets Diffusion Model: A Novel Deep Generative Model for Diffusion MRI Generation
by: Zhu, Xi, et al.
Published: (2024)

A Prior-Guided Joint Diffusion Model in Projection Domain for PET Tracer Conversion
by: Chen, Fang, et al.
Published: (2025)

Spatiotemporal Diffusion Model with Paired Sampling for Accelerated Cardiac Cine MRI
by: Qiu, Shihan, et al.
Published: (2024)

Patch-Based Diffusion for Data-Efficient, Radiologist-Preferred MRI Reconstruction
by: Sanda, Rohan, et al.
Published: (2025)

Dual-domain Multi-path Self-supervised Diffusion Model for Accelerated MRI Reconstruction
by: Zhang, Yuxuan, et al.
Published: (2025)

QMamba: On First Exploration of Vision Mamba for Image Quality Assessment
by: Guan, Fengbin, et al.
Published: (2024)

PET Tracer Separation Using Conditional Diffusion Transformer with Multi-latent Space Learning
by: Huang, Bin, et al.
Published: (2025)

Mind the Detail: Uncovering Clinically Relevant Image Details in Accelerated MRI with Semantically Diverse Reconstructions
by: Morshuis, Jan Nikolas, et al.
Published: (2025)

Learning Task-Specific Strategies for Accelerated MRI
by: Wu, Zihui, et al.
Published: (2023)

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* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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