ArticleNeuroImage2019
Complex diffusion-weighted image estimation via matrix recovery under general noise models.
Article in NeuroImage, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 223 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
223 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The solitary nucleus connectivity to key autonomic regions in humans.The European journal of neuroscience · 2022Pooled it
- Lack of effects of eight-week left dorsolateral prefrontal theta burst stimulation on white matter macro/microstructure and connection in autism.Brain imaging and behavior · 2024Trial
- Human In Vivo Validation of Frequency-Dependent QTI.Magnetic resonance in medicine · 2026Article
- A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder.Magnetic resonance in medicine · 2026Article
- An auditory "low road" for threat processing in humans sensitive to fast temporal cues.iScience · 2026Article
- High Resolution 3-T Magnetic Resonance Tractography Cannot Localise Conduction Block in Multifocal Motor Neuropathy With Conduction Block.Journal of the peripheral nervous system : JPNS · 2026Article
- In vivo mapping of striatal neurodegeneration in Huntington's disease with Soma and Neurite Density Imaging.eLife · 2026Article
- Standard Model Imaging in the Brain and Spinal Cord of MS Patients: Initial Assessment and Comparison to Diffusion Tensor Imaging.NMR in biomedicine · 2026Article
- Self-Supervised Deep Learning Framework for Rician Distribution Based Denoising and Modeling of Multi-b Prostate Diffusion MRI.Magnetic resonance in medicine · 2026Article
- Restriction-Weighted Q-Space Trajectory Imaging (ResQ): Toward Mapping Diffusion-Time Effects With Tensor-Valued Diffusion Encoding in Human Prostate Cancer Xenografts.NMR in biomedicine · 2026Article
- Robust probabilistic measurement of structural-functional module consistency in infant brain development.Brain structure & function · 2026Article
- Overcoming pitfalls in multi-stack diffusion MRI for tractography reconstruction of skeletal muscles.Scientific reports · 2026Article
- Streamline-Based Analysis: A novel framework for tractogram-driven streamline-wise statistical inference.Research square · 2026Article
- Nucleus-level thalamic organization anchors multimodal signatures of thalamocortical maturation.bioRxiv : the preprint server for biology · 2026Article
- Anterior Superior Longitudinal Fasciculus Microstructure Correlates With Bimanual Visuomotor Performance in Healthy Younger but Not Older Adults.The European journal of neuroscience · 2026Article
- Offline Reconstruction of Diffusion MRI Acquisitions for Comparison Between Complex PCA-Based and AI-Based Denoising.Magnetic resonance in medicine · 2026Article
- Beyond structural MRI: combined diffusion metric improve delineation of epileptogenic tissue in focal cortical dysplasia.Scientific reports · 2026Article
- Functional and structural connectivity of thalamic subnuclei in major depressive disorder at 7 Tesla.Psychiatry and clinical neurosciences · 2026Article
- Data-Driven Characterization of Knee Structures Using Non-Negative Matrix Factorization of 3D Multi-Echo UTE MRI.NMR in biomedicine · 2026Article
- Intraoperative sodium range affects white matter microstructure in neonatal congenital heart disease.International journal of cardiology. Congenital heart disease · 2026Article
163 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
We propose a patch-based singular value shrinkage method for diffusion magnetic resonance image estimation targeted at low signal to noise ratio and accelerated acquisitions. It operates on the complex data resulting from a sensitivity encoding reconstruction, where asymptotically optimal signal recovery guarantees can be attained by modeling the noise propagation in the reconstruction and subsequently simulating or calculating the limit singular value spectrum. Simple strategies are presented to deal with phase inconsistencies and optimize patch construction. The pertinence of our contributions is quantitatively validated on synthetic data, an in vivo adult example, and challenging neonatal and fetal cohorts. Our methodology is compared with related approaches, which generally operate on magnitude-only data and use data-based noise level estimation and singular value truncation. Visual examples are provided to illustrate effectiveness in generating denoised and debiased diffusion estimates with well preserved spatial and diffusion detail.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.