Radiology

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

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A semi-supervised prototypical network for prostate lesion segmentation from multimodality MRI.

Prostate lesion segmentation from multiparametric magnetic resonance images is particularly challeng...

Apr 2025 40096822
Waveform-Specific Performance of Deep Learning-Based Super-Resolution for Ultrasound Contrast Imaging.

Resolving arterial flows is essential for understanding cardiovascular pathologies, improving diagno...

Apr 2025 40031250
MM-UKAN++: A Novel Kolmogorov-Arnold Network-Based U-Shaped Network for Ultrasound Image Segmentation.

Ultrasound (US) imaging is an important and commonly used medical imaging modality. Accurate and fas...

Apr 2025 40031744
Tissue Clutter Filtering Methods in Ultrasound Localization Microscopy Based on Complex-Valued Networks and Knowledge Distillation.

Ultrasound localization microscopy (ULM) is a blood flow imaging technique that utilizes micrometer-...

Apr 2025 40031806
Advancing Single-Plane Wave Ultrasound Imaging With Implicit Multiangle Acoustic Synthesis via Deep Learning.

Plane wave imaging (PWI) is pivotal in medical ultrasound (US), prized for its ultrafast capabilitie...

Apr 2025 40031850
A measurement-based framework integrating machine learning and morphological dynamics for outdoor thermal regulation.

This study presents a comprehensive investigation into the interplay between machine learning (ML) m...

Apr 2025 40259020
A CVAE-based generative model for generalized B inhomogeneity corrected chemical exchange saturation transfer MRI at 5 T.

Chemical exchange saturation transfer (CEST) magnetic resonance imaging (MRI) has emerged as a power...

Apr 2025 40268259
Combining Ultrasound Imaging and Molecular Testing in a Multimodal Deep Learning Model for Risk Stratification of Indeterminate Thyroid Nodules.

Indeterminate cytology (Bethesda III and IV) represents 15-30% of biopsied thyroid nodules and requ...

Apr 2025 40256961
Artificial intelligence-powered four-fold upscaling of human brain synthetic metabolite maps.

ObjectiveCompared with anatomical magnetic resonance imaging modalities, metabolite images from magn...

Apr 2025 40257058
One for multiple: Physics-informed synthetic data boosts generalizable deep learning for fast MRI reconstruction.

Magnetic resonance imaging (MRI) is a widely used radiological modality renowned for its radiation-f...

Apr 2025 40279827
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes.

Simulation-Based Inference (SBI) has recently emerged as a powerful framework for Bayesian inference...

Apr 2025 40311303
CAD-Unet: A capsule network-enhanced Unet architecture for accurate segmentation of COVID-19 lung infections from CT images.

Since the outbreak of the COVID-19 pandemic in 2019, medical imaging has emerged as a primary modali...

Apr 2025 40306203
Updates on novel and traditional OCT and OCTA biomarkers in nAMD.

Predictivity of optical coherence tomography (OCT) examination for the development of neovascular ag...

Apr 2025 40253504
Efficient hybrid heuristic adopted deep learning framework for diagnosing breast cancer using thermography images.

The most dangerous form of cancer is breast cancer. This disease is life-threatening because of its ...

Apr 2025 40253418
Intelligent Care: A Scientometric Analysis of Artificial Intelligence in Precision Medicine.

The integration of advanced computational methods into precision medicine represents a transformativ...

Apr 2025 40265391
FDA-approved artificial intelligence products in abdominal imaging: A comprehensive review.

PURPOSE: This review aims to provide a comprehensive overview of the transformative impact of FDA-ap...

Apr 2025 40287285
Machine Learning-Based Diagnostic Prediction Model Using T1-Weighted Striatal Magnetic Resonance Imaging for Early-Stage Parkinson's Disease Detection.

RATIONALE AND OBJECTIVES: Diagnosing Parkinson's disease (PD) typically relies on clinical evaluatio...

Apr 2025 40253220
Prediction of early recurrence in primary central nervous system lymphoma based on multimodal MRI-based radiomics: A preliminary study.

OBJECTIVES: To evaluate the role of multimodal magnetic resonance imaging radiomics features in pred...

Apr 2025 40311274
Prediction of mammographic breast density based on clinical breast ultrasound images using deep learning: a retrospective analysis.

BACKGROUND: Breast density, as derived from mammographic images and defined by the Breast Imaging Re...

Apr 2025 40290129
Tailored self-supervised pretraining improves brain MRI diagnostic models.

Self-supervised learning has shown potential in enhancing deep learning methods, yet its application...

Apr 2025 40252479
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