ArticleScientific reports2021
The ANTsX ecosystem for quantitative biological and medical imaging.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 268 papers.
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Who cites it
268 citing papers in PubMed.
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- The Effects of Milrinone Systemic Administration on Cerebral Perfusion as Measured with Computed Tomography in Aneurysmal Subarachnoid Hemorrhage Patients.Neurocritical care · 2026Observational
- MRI-based radiomics prediction of somatostatin receptor ligand response in acromegaly: an automated pipeline study.Journal of the Endocrine Society · 2026Article
- Connectivity-Guided Individualized iTBS of the Posterior Parietal Cortex in Enduring Anorexia Nervosa: Network-Level Target Engagement and Multimodal Response in a Single Case.CNS neuroscience & therapeutics · 2026Article
- Predicting the Timing of Adolescent Drinking Onset from Baseline Clinical Data: A Stacked-Encoder Survival Framework with Embedding-Derived Biotypes.medRxiv : the preprint server for health sciences · 2026Article
- Frequency-filtered attention for cross-species fMRI time series prediction under small-sample learning.iScience · 2026Article
- PREDICT-GBM: A multicenter platform advancing personalized glioblastoma radiotherapy planning.NPJ digital medicine · 2026Article
- SORDINO: silent, sensitive, specific and artifact-resistant fMRI in awake, behaving mice.Nature neuroscience · 2026Article
- Three-dimensional image metric maps for characterizing local image changes associated with AI-based motion correction in coronary CT.Radiological physics and technology · 2026Article
- Inverse-consistent deformable image registration to propagate biomechanical constraints for online adaptive radiotherapy.Medical physics · 2026Article
- SynthPET: A 3D generative AI approach for FDG-PET image synthesis from T1-weighted MRI and ASL CBF in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Human In Vivo Disc Mechanics in Flexion, Extension, and Diurnal Loading With Aging and Degeneration.JOR spine · 2026Article
208 more citing papers are in PubMed but not listed here.
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Authors and funding
14 authors.
Funding
Abstract
The Advanced Normalizations Tools ecosystem, known as ANTsX, consists of multiple open-source software libraries which house top-performing algorithms used worldwide by scientific and research communities for processing and analyzing biological and medical imaging data. The base software library, ANTs, is built upon, and contributes to, the NIH-sponsored Insight Toolkit. Founded in 2008 with the highly regarded Symmetric Normalization image registration framework, the ANTs library has since grown to include additional functionality. Recent enhancements include statistical, visualization, and deep learning capabilities through interfacing with both the R statistical project (ANTsR) and Python (ANTsPy). Additionally, the corresponding deep learning extensions ANTsRNet and ANTsPyNet (built on the popular TensorFlow/Keras libraries) contain several popular network architectures and trained models for specific applications. One such comprehensive application is a deep learning analog for generating cortical thickness data from structural T1-weighted brain MRI, both cross-sectionally and longitudinally. These pipelines significantly improve computational efficiency and provide comparable-to-superior accuracy over multiple criteria relative to the existing ANTs workflows and simultaneously illustrate the importance of the comprehensive ANTsX approach as a framework for medical image analysis.
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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.