Radiology

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

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Exploring the utility of assistive artificial intelligence for ultrasound scanning in regional anesthesia.

INTRODUCTION: Ultrasound-guided regional anesthesia (UGRA) involves the acquisition and interpretati...

Jan 2022 35091395
Exploring the use of machine learning for the assessment of skeletal fracture morphology and differentiation between impact mechanisms: A pilot study.

Analyzing and interpreting traumatic injuries is a fundamental aspect of routine forensic case work....

Jan 2022 35092027
Multi-label classification of pelvic organ prolapse using stress magnetic resonance imaging with deep learning.

INTRODUCTION AND HYPOTHESIS: We aimed to develop a deep learning-based multi-label classification mo...

Jan 2022 35083500
Circumventing the curse of dimensionality in magnetic resonance fingerprinting through a deep learning approach.

Magnetic resonance fingerprinting (MRF) is a rapidly developing approach for fast quantitative MRI. ...

Jan 2022 35088466
Investigating Simultaneity for Deep Learning-Enhanced Actual Ultra-Low-Dose Amyloid PET/MR Imaging.

BACKGROUND AND PURPOSE: Diagnostic-quality amyloid PET images can be created with deep learning usin...

Jan 2022 35086799
Deep Learning for Instrumented Ultrasonic Tracking: From Synthetic Training Data to In Vivo Application.

Instrumented ultrasonic tracking is used to improve needle localization during ultrasound guidance o...

Jan 2022 34748488
Complex Convolutional Neural Networks for Ultrafast Ultrasound Imaging Reconstruction From In-Phase/Quadrature Signal.

Ultrafast ultrasound imaging remains an active area of interest in the ultrasound community due to i...

Jan 2022 34767508
Disease-Specific Imaging Utilizing Support Vector Machine Classification of H-Scan Parameters: Assessment of Steatosis in a Rat Model.

In medical imaging, quantitative measurements have shown promise in identifying diseases by classify...

Jan 2022 34936555
Breast lesions classifications of mammographic images using a deep convolutional neural network-based approach.

Breast cancer is one of the worst illnesses, with a higher fatality rate among women globally. Breas...

Jan 2022 35085352
Evaluation of a deep learning model on coronary CT angiography for automatic stenosis detection.

PURPOSE: The purpose of this study was to evaluate a deep-learning model (DLM) for classifying coron...

Jan 2022 35090845
Attention-guided deep learning for gestational age prediction using fetal brain MRI.

Magnetic resonance imaging offers unrivaled visualization of the fetal brain, forming the basis for ...

Jan 2022 35082346
Brain tumour classification of magnetic resonance images using a novel CNN-based medical image analysis and detection network in comparison to VGG16.

AIM: This study aims at developing an automatic medical image analysis and detection for accurate cl...

Jan 2022 35213110
Automatic construction of coronary artery tree structure based on vessel blood flow tracking.

We sought to propose an innovative vessel blood flow tracking (VBFT) method to extract coronary arte...

Jan 2022 35077599
Integrated deep learning framework for accelerated optical coherence tomography angiography.

Label-free optical coherence tomography angiography (OCTA) has become a premium imaging tool in clin...

Jan 2022 35079046
End-to-end diabetic retinopathy grading based on fundus fluorescein angiography images using deep learning.

PURPOSE: To develop and validate a deep learning system for diabetic retinopathy (DR) grading based ...

Jan 2022 35066704
Breast Cancer Classification from Ultrasound Images Using Probability-Based Optimal Deep Learning Feature Fusion.

After lung cancer, breast cancer is the second leading cause of death in women. If breast cancer is ...

Jan 2022 35161552
Multi-channel convolutional neural network architectures for thyroid cancer detection.

Early detection of malignant thyroid nodules leading to patient-specific treatments can reduce morbi...

Jan 2022 35061759
Independent External Validation of Artificial Intelligence Algorithms for Automated Interpretation of Screening Mammography: A Systematic Review.

PURPOSE: The aim of this study was to describe the current state of science regarding independent ex...

Jan 2022 35065909
Deep learning-based convolutional neural network for intramodality brain MRI synthesis.

PURPOSE: The existence of multicontrast magnetic resonance (MR) images increases the level of clinic...

Jan 2022 35044073
Automatic Placenta Localization From Ultrasound Imaging in a Resource-Limited Setting Using a Predefined Ultrasound Acquisition Protocol and Deep Learning.

Placenta localization from obstetric 2-D ultrasound (US) imaging is unattainable for many pregnant w...

Jan 2022 35063289
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