Radiology

Latest AI and machine learning research in radiology for healthcare professionals.

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Unsupervised segmentation of dynamic pulmonary MRI using cross-modality adaptation with annotated CT images.

PURPOSE: Accurate segmentation of lung parenchyma in dynamic pulmonary magnetic resonance imaging (M...

Mar 2026 41784882
Artificial intelligence-enabled ultrasound diagnosis and stratification of follicular thyroid neoplasms: a multi-center study.

Preoperatively distinguishing follicular thyroid carcinoma (FTC) from follicular thyroid adenoma (FT...

Mar 2026 41781694
Non-contrast multimodal cardiac MRI for predicting coronary microvascular dysfunction in patients with hypertrophic cardiomyopathy.

OBJECTIVE: In hypertrophic cardiomyopathy (HCM), detection of coronary microcirculatory dysfunction ...

Mar 2026 41791468
Carbon quantum dots exacerbate Parkinson's disease-like pathology through microglia-mediated neuroinflammatory responses with toxicological implications.

The global burden of Parkinson's disease (PD) is projected to double by 2050, with early-onset cases...

Mar 2026 41791449
A universal machine learning model for the electronic density of states.

In the last few years several "universal" interatomic potentials have appeared, using machine-learni...

Mar 2026 41815233
Fully automated, deep learning, cardiac CT-based multimodal network for cardiovascular risk stratification in high-risk perioperative patients.

AIMS: Major adverse cardiac events (MACE) significantly impact perioperative morbidity and mortality...

Mar 2026 41836588
An artificial intelligence prediction model for optimizing patient selection for cardiac imaging for the investigation of suspected coronary artery disease.

AIMS: Nearly, 40% of patients undergoing elective invasive coronary angiography (ICA) are diagnosed ...

Mar 2026 41853638
Artificial Intelligence in Mammography Screening: A Narrative Review of Progress, Pitfalls, and Potential.

Artificial intelligence (AI), particularly deep learning (DL), is transforming the field of medical ...

Mar 2026 41782331
Impact of Deep Learning-Based Time-of-Flight PET Images of Small Tumors Using a Human Anatomic Phantom.

Time-of-flight (ToF) in PET improves image quality by enhancing the signal-to-noise ratio, and recen...

Mar 2026 41188046
MRI In Vivo Detection of Amyloid-β Protein Deposition in Different Brain Regions of Patients with AD and MCI.

To investigate a non-invasive magnetic resonance imaging (MRI)-based method for detecting amyloid-β ...

Mar 2026 41779032
3D region-growing nnU-Net improves pulmonary embolism detection on CTPA: a dual-cohort validation study.

OBJECTIVES: We compared three customized nnU-Net models (A: baseline two-dimensional (2D); B: 2D + r...

Mar 2026 41779309
Predicting the Value of Radiology Artificial Intelligence Applications: Large-Scale Predeployment Evaluation of a Portfolio of Models.

Background: Real-world performance of radiology artificial intelligence (AI) applications frequently...

Mar 2026 41779377
Deconstruction and reconstruction of degrading effects in ultrasound imaging: aberration, multiple reverberation, and trailing reverberation.

Ultrasound image degradation in the human body arises from the propagation and reflection of acousti...

Mar 2026 41780072
Multimodal CT-based imaging biomarkers for mechanical reperfusion in acute ischemic stroke.

Mechanical thrombectomy (MT) has emerged as the primary treatment for restoring blood flow in acute ...

Mar 2026 41772867
Performance of deep learning-based segmentation of soft tissue sarcoma by MRI sequence, tumor type and location.

OBJECTIVE: Soft tissue sarcomas (STS) are a rare and heterogeneous group of tumors that pose a signi...

Mar 2026 41776099
FADFNet: A fine-tunable and adaptive decomposition-fusion network for cross-dataset low-dose CT and low-dose PET image reconstruction.

Low-dose computed tomography (LDCT) and low-dose positron emission tomography (LDPET) are pivotal fo...

Mar 2026 41802384
Convolutional neural networks for prostate cancer detection, classification, and segmentation: A systematic review and bibliometric analysis.

BACKGROUND: Prostate cancer represents the second most common malignancy among men globally, necessi...

Mar 2026 41810091
Leveraging generative AI to transform statistical analysis plan authoring in clinical trials.

BackgroundStatistical analysis plans are critical regulatory documents that define the statistical m...

Mar 2026 41776746
What's New: Sub-5-minute Knee Magnetic Resonance Imaging- Spectrum of Sports Injuries and Overuse Conditions.

Knee injuries are one of the most common complaints in sports medicine. Magnetic resonance imaging i...

Mar 2026 41776842
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