Radiology

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

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Deep learning-driven abbreviated knee MRI protocols: diagnostic accuracy in clinical practice.

BACKGROUND: Deep learning (DL) reconstruction shows potential in reducing MRI acquisition times whil...

Jul 2025 40613973
Ultrasound Imaging and Machine Learning to Detect Missing Hand Motions for Individuals Receiving Targeted Muscle Reinnervation for Nerve-Pain Prevention.

Targeted muscle reinnervation (TMR) was initially developed as a technique for bionic prosthetic con...

Jul 2025 40614146
Rapid Salient Object Detection With Difference Convolutional Neural Networks.

This paper addresses the challenge of deploying salient object detection (SOD) on resource-constrain...

Jul 2025 40614151
Intelligent brain tumor detection using hybrid finetuned deep transfer features and ensemble machine learning algorithms.

Brain tumours (BTs) are severe neurological disorders. They affect more than 308,000 people each yea...

Jul 2025 40615476
Medical slice transformer for improved diagnosis and explainability on 3D medical images with DINOv2.

Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) are essential clinical cross-sectional...

Jul 2025 40615608
Multi-modality radiomics diagnosis of breast cancer based on MRI, ultrasound and mammography.

OBJECTIVE: To develop a multi-modality machine learning-based radiomics model utilizing Magnetic Res...

Jul 2025 40615781
Deep learning-based classification of parotid gland tumors: integrating dynamic contrast-enhanced MRI for enhanced diagnostic accuracy.

BACKGROUND: To evaluate the performance of deep learning models in classifying parotid gland tumors ...

Jul 2025 40615947
AI-enabled obstetric point-of-care ultrasound as an emerging technology in low- and middle-income countries: provider and health system perspectives.

BACKGROUND: In many low- and middle-income countries (LMICs), widespread access to obstetric ultraso...

Jul 2025 40615993
How well does GPT-4 perform on an emergency medicine board exam? A comparative assessment.

BACKGROUND: Recent advancements in artificial intelligence have shown promise in enhancing diagnosti...

Jul 2025 40610779
BrainAGE latent representation clustering is associated with longitudinal disease progression in early-onset Alzheimer's disease.

INTRODUCTION: Early-onset Alzheimer's disease (EOAD) population is a clinically, genetically and pat...

Jul 2025 40614437
Radiological and Biological Dictionary of Radiomics Features: Addressing Understandable AI Issues in Personalized Prostate Cancer, Dictionary Version PM1.0.

Artificial intelligence (AI) can advance medical diagnostics, but interpretability limits its clinic...

Jul 2025 40608191
Multi-modal Classification of Retinal Disease Based On Convolutional Neural Network.

Retinal diseases such as age-related macular degeneration and diabetic retinopathy will lead to irre...

Jul 2025 40609554
De-speckling of medical ultrasound image using metric-optimized knowledge distillation.

Ultrasound imaging provides real-time views of internal organs, which are essential for accurate dia...

Jul 2025 40610463
Development of a prediction model by combining tumor diameter and clinical parameters of adrenal incidentaloma.

When adrenal incidentalomas are detected, diagnostic procedures are complicated by the need for endo...

Jul 2025 40603130
MRI-based habitat, intra-, and peritumoral machine learning model for perineural invasion prediction in rectal cancer.

OBJECTIVES: This study aimed to analyze preoperative multimodal magnetic resonance images of patient...

Jul 2025 40603736
[AI-based applications in medical image computing].

The processing of medical images plays a central role in modern diagnostics and therapy. Automated p...

Jul 2025 40600998
Robust Multi-contrast MRI Medical Image Translation via Knowledge Distillation and Adversarial Attack.

Medical image translation is of great value but is very difficult due to the requirement with style ...

Jul 2025 40601468
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