Radiology

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

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Showing 610-630 of 14,368 articles
Multiclass lung cancer detection using a hybrid capsule inspired deep neural network.

Convolutional Neural Networks are widely used in lung cancer detection for more than a decade. Howev...

Apr 2026 42014820
MRI-based machine learning model to distinguish hippocampal sclerosis (HS) ILAE type 1 and no HS gliosis only in medial temporal lobe epilepsy.

PURPOSE: Despite recent advances in preoperative work-up of drug resistant medial temporal lobe epil...

Apr 2026 42054716
High-resolution deep learning DIXON MRI of the sacroiliac joints is non-inferior to standard MRI in patients with suspected axial Spondyloarthritis.

OBJECTIVE: To compare the standard multi-sequence MRI protocol (sMRI) of the sacroiliac joints with ...

Apr 2026 42011796
Mucinous vs. non-mucinous pancreatic cysts: diagnostic keys on CT and MRI.

The prevalence of incidentally detected pancreatic cystic lesions has increased substantially with t...

Apr 2026 42012492
Automated Deep Learning-Based Demyelination Load Segmentation in Metachromatic Leukodystrophy.

PURPOSE: Metachromatic leukodystrophy (MLD) is a rare lysosomal storage disorder characterized by pr...

Apr 2026 42012644
Deep learning-based early prediction of carotid plaque response to lipid-lowering therapy using longitudinal multimodal ultrasound imaging.

OBJECTIVE: This study aimed to develop and validate a deep learning prediction model using longitudi...

Apr 2026 42012745
Use of AI to Predict and Support Medication Adherence in Patients With Breast Cancer: Systematic Review.

BACKGROUND: Oral medications are commonly used in the treatment of breast cancer (BC), despite high ...

Apr 2026 42013303
IPEM Topical Report: A National Survey of MRI Use for External Beam Radiotherapy Treatment Planning in the UK: 2025 IPEM Survey Results.

Magnetic Resonance Imaging (MRI) offers superior soft tissue contrast compared to Computed Tomograph...

Apr 2026 42013904
From pixels to pathology: how artificial intelligence mammographic risk scores capture tumor biology through imaging.

OBJECTIVES: To characterize clinical-pathologic tumor features associated with artificial intelligen...

Apr 2026 42014495
Impaired regional structure-function coupling as novel neurophenotype: mechanistic insights and diagnostic exploration in treatment-resistant depression.

Treatment‑resistant depression (TRD) is one of the toughest clinical challenges in psychiatry, chara...

Apr 2026 42014874
Therapeutic ultrasound in ophthalmology: a comprehensive review.

BACKGROUND: Therapeutic ultrasound has emerged as a promising noninvasive or minimally invasive moda...

Apr 2026 42003535
Equity, diversity, and inclusion: variations in clinical and academic radiology.

Equity, diversity, and inclusion (EDI) are fundamental to achieving fairness and representation in r...

Apr 2026 42008047
Clinical utility of BOLD-MRI in accurate diagnosis and prognostic evaluation of diabetic nephropathy: a prospective renal biopsy-based cohort study.

OBJECTIVES: To validate blood oxygen level-dependent MRI (BOLD-MRI) for non-invasive discrimination ...

Apr 2026 42008071
An AI Based Screening Tool for Detection of Cerebral Venous Thrombosis on Non-Contrast Brain CT.

While non-contrast computed tomography (NCCT) is the primary ‎imaging modality in emergency settings...

Apr 2026 42008386
ReaderAdaptNet: Modeling Reader Variability in Breast Imaging with Reader-Specific Embeddings.

Inter-reader variability remains a major challenge in breast imaging interpretation, particularly fo...

Apr 2026 42009042
Learning Where to Look: Differentiable Slice Selection and Efficient Channel Attention for FCD-II MRI Classification.

Focal Cortical Dysplasia (FCD) is a major cause of drug-resistant epilepsy both in children and adul...

Apr 2026 42009324
SSiamese Capsule Network (SNNCap) : Cognitive Analysis for Alzheimer's Disease Classification from MRI Data.

Alzheimer's Disease (AD) detection is essential for timely treatment and better patient care. Magnet...

Apr 2026 42009326
Near-Real-Time Multi-Parametric Quantitative MRI using Parallel Non-Cartesian 6D Spatial-Temporal Dictionary Learning Neural Networks.

OBJECTIVE: Multi-parametric quantitative MRI (qMRI) enables precise targeting during image-guided in...

Apr 2026 42009331
Ultrafast Infant Brain Quantitative MRI Using Overlapping-Echo Acquisition with Volumetric Physical Simulation of Slice-level Non-Idealities.

OBJECTIVE: Quantitative MRI (qMRI) is sensitive to brain microstructural and metabolic changes; howe...

Apr 2026 42009332
The Potency of DCLGAN for Reducing Scan time in PET/CT imaging with different radiotracers of clinical importance.

BACKGROUND AND PURPOSE: Shortening PET/CT acquisition without degrading diagnostic or quantitative p...

Apr 2026 42009463
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