Radiology

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

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Vessel-MAYON: A 3D direction-aware deep network for intracranial vessel segmentation from MRA Images.

In magnetic resonance angiography, intracranial vessels exhibit complex tree-like structures with st...

(2)
Jul 2026 42470730
Deep-learning CT reconstruction improves image quality but not diagnostic accuracy for sacral fragility fractures: MRI remains essential.

PURPOSE: To determine whether modern deep-learning CT reconstruction improves trauma-relevant diagno...

Jul 2026 42470916
PatchGAN-guided semi-supervised U-Net for carotid plaque segmentation in ultrasound under limited annotation conditions.

OBJECTIVE: Artificial intelligence models are increasingly used for stroke risk evaluation and clini...

Jul 2026 42464134
Establishment of a Multimodal Prognostic Prediction Model for Multiple Myeloma Patients Based on Radiomics and Clinical Features: A Retrospective Cohort Study.

OBJECTIVE: We aimed to develop a survival prediction system integrating radiomics and clinical featu...

(1)
Jul 2026 42460671
α-Synuclein Seeds Amplification Assays for Parkinson's Disease and Related Synucleinopathies.

Parkinson's disease (PD) is a progressive neurodegenerative disorder characterized by the pathologic...

(4)
Jul 2026 42460688
A Hybrid CNN-Transformer Model with Crossover Boosted Cheetah Optimization for Prenatal Spina Bifida Identification from Ultrasound Images.

OBJECTIVES: Spina bifida is a birth defect caused by the incomplete closure of the neural tube aroun...

(1)
Jul 2026 42462242
Automated ventricular and midline segmentation in cranial ultrasound with metrology.

Ultrasound imaging through sonolucent cranial implants is an emerging modality for post-neurosurgica...

(1)
Jul 2026 42462755
A Noise-Aware Robustness Evaluation Framework for Breast Cancer Classification in Ultrasound Imaging.

Accurate detection of breast cancer is essential, as it remains a leading cause of cancer-related mo...

Jul 2026 42463622
Multiparametric PET/CT Tensor Radiomics for Stability-Aware Machine Learning in Lung Cancer Survival Prediction.

To address the challenges of model instability and limited generalizability in radiomics-based lung ...

(1)
Jul 2026 42463625
Multi-component exercise intervention methods for intelligent assisted diagnosis of sarcopenia in the elderly based on deep learning.

Population aging has made sarcopenia a major public health challenge in geriatric medicine. Current ...

Jul 2026 42463737
RCAF for patient-level thyroid ultrasound malignancy prediction under leakage-free evaluation and calibration.

Accurate differentiation between benign and malignant thyroid nodules on ultrasound remains clinical...

(1)
Jul 2026 42463758
Myocardial Scar Assessment Using Artificial Intelligence-Powered Contrast-Free MRI: A Prospective Multicenter Study of Virtual Native Enhancement.

BACKGROUND: Myocardial scar detection using cardiovascular magnetic resonance (CMR) may now be achie...

Jul 2026 42455101
MINeR: Direction-modulated implicit neural representation enables ultrafast multi-shell diffusion MRI.

Diffusion magnetic resonance imaging (dMRI) enables noninvasive mapping of tissue microstructure by ...

Jul 2026 42462641
MR habitat radiomics for differentiating indeterminate (Grade 3) nasopharyngeal lesions: lymphoid hyperplasia versus early-stage nasopharyngeal carcinoma.

BACKGROUND: To investigate the feasibility of MRI-based habitat radiomics to differentiate indetermi...

Jul 2026 42449281
Predicting preoperative lymph node metastasis of hilar cholangiocarcinoma based on deep learning radiomics.

BACKGROUND: The objective of this study was to evaluate whether deep learning radiomic (DLR) models ...

Jul 2026 42454575
Arthroscopy-Validated Diagnostic Performance of a Deep Learning Reconstruction Pipeline for Rapid 7-Minute Five-Sequence 3-T Knee MRI.

Background. Deep learning reconstruction (DLR) methods can enhance image quality and reduce scan tim...

Jul 2026 42455029
Accelerating prostate MRI: a practical review of modern acquisition strategies.

Prostate MRI has become a key tool in the detection, localization, and staging of prostate cancer, a...

Jul 2026 42455324
Image optimization for low-dose 18F-FDG breast PET/MRI using deep learning: a pilot study.

BACKGROUND: Positron emission tomography with magnetic resonance imaging (PET/MRI) provides noninvas...

(1)
Jul 2026 42455379
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