Radiology

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

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Automatic head and neck tumor segmentation through deep learning and Bayesian optimization on three-dimensional medical images.

Medical imaging constitutes critical information in the diagnostic and prognostic evaluation of pati...

Jun 2025 40378562
Adaptive Breast MRI Scanning Using AI.

Background MRI protocols typically involve many imaging sequences and often require too much time. P...

Jun 2025 40459419
Radiomics of PET Using Neural Networks for Prediction of Alzheimer's Disease Diagnosis.

Positron emission tomography (PET) imaging technology is widely used for diagnosing Alzheimer's dise...

Jun 2025 40468810
Multi-class brain malignant tumor diagnosis in magnetic resonance imaging using convolutional neural networks.

Glioblastoma (GBM), primary central nervous system lymphoma (PCNSL), and brain metastases (BM) are c...

Jun 2025 40180191
Global-Local Transformer Network for Automatic Retinal Pathological Fluid Segmentation in Optical Coherence Tomography Images.

BACKGROUND AND OBJECTIVE: As a pivotal biomarker, the accurate segmentation of retinal pathological ...

Jun 2025 40228373
Explainable deep stacking ensemble model for accurate and transparent brain tumor diagnosis.

Early detection of brain tumors in MRI images is vital for improving treatment results. However, dee...

Jun 2025 40249992
Paving the way for bacteria-based drug delivery: biohybrid microrobots emerging from microrobotics and synthetic biology.

Advances in microrobotics and synthetic biology are paving the way for innovative solutions to long-...

Jun 2025 40250568
AI-supported approaches for mammography single and double reading: A controlled multireader study.

PURPOSE: To assess the impact of artificial intelligence (AI) on the diagnostic performance of radio...

Jun 2025 40262459
PET imaging of atherosclerosis: artificial intelligence applications and recent advancements.

PET imaging has become a valuable tool for assessing atherosclerosis by targeting key processes such...

Jun 2025 40143664
GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models.

BACKGROUND AND OBJECTIVE: Research in the cross-modal medical image translation domain has been very...

Jun 2025 40187100
Towards robust multimodal ultrasound classification for liver tumor diagnosis: A generative approach to modality missingness.

BACKGROUND AND OBJECTIVE: In medical image analysis, combining multiple imaging modalities enhances ...

Jun 2025 40188576
Generation of synthetic CT from MRI for MRI-based attenuation correction of brain PET images using radiomics and machine learning.

BACKGROUND: Accurate quantitative PET imaging in neurological studies requires proper attenuation co...

Jun 2025 40355942
ChatGPT-4's Accuracy in Estimating Thyroid Nodule Features and Cancer Risk From Ultrasound Images.

OBJECTIVE: To evaluate the performance of GPT-4 and GPT-4o in accurately identifying features and ca...

Jun 2025 40139461
PRECISE framework: Enhanced radiology reporting with GPT for improved readability, reliability, and patient-centered care.

BACKGROUND: The PRECISE framework, defined as Patient-Focused Radiology Reports with Enhanced Clarit...

Jun 2025 40286532
MRI-based multimodal AI model enables prediction of recurrence risk and adjuvant therapy in breast cancer.

Timely intervention and improved prognosis for breast cancer patients rely on early metastasis risk ...

Jun 2025 40345352
Resting-state functional MRI metrics to detect freezing of gait in Parkinson's disease: a machine learning approach.

Among the symptoms that can occur in Parkinson's disease (PD), Freezing of Gait (FOG) is a disabling...

Jun 2025 40347799
Artificial intelligence in fetal brain imaging: Advancements, challenges, and multimodal approaches for biometric and structural analysis.

Artificial intelligence (AI) is transforming fetal brain imaging by addressing key challenges in dia...

Jun 2025 40319756
Fully automated image quality assessment based on deep learning for carotid computed tomography angiography: A multicenter study.

PURPOSE: To develop and evaluate the performance of fully automated model based on deep learning and...

Jun 2025 40347553
Adaptive Plane Reformatting for 4D Flow MRI using Deep Reinforcement Learning

Deep reinforcement learning (DRL) algorithms have shown robust results in plane reformatting tasks...

CineMA: A Foundation Model for Cine Cardiac MRI

Cardiac magnetic resonance (CMR) is a key investigation in clinical cardiovascular medicine and ha...

Text-to-CT Generation via 3D Latent Diffusion Model with Contrastive Vision-Language Pretraining

Objective: While recent advances in text-conditioned generative models have enabled the synthesis ...

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