Radiology

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

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Boundary-Preserved Deep Denoising of Stochastic Resonance Enhanced Multiphoton Images.

OBJECTIVE: With the rapid growth of high-speed deep-tissue imaging in biomedical research, there is ...

Sep 2022 36304843
Pancreatic Cancer Detection on CT Scans with Deep Learning: A Nationwide Population-based Study.

Background Approximately 40% of pancreatic tumors smaller than 2 cm are missed at abdominal CT. Purp...

Sep 2022 36098642
Structural design and analysis of pneumatic prostate seed implantation robot applied in magnetic resonance imaging environment.

BACKGROUND: The method of MRI (Magnetic Resonance Imaging) image-guided robot for prostate seed impl...

Sep 2022 36063541
Domain generalization for prostate segmentation in transrectal ultrasound images: A multi-center study.

Prostate biopsy and image-guided treatment procedures are often performed under the guidance of ultr...

Sep 2022 36148705
Evaluation of Disability Progression in Multiple Sclerosis via Magnetic-Resonance-Based Deep Learning Techniques.

Short-term disability progression was predicted from a baseline evaluation in patients with multiple...

Sep 2022 36142563
Analysis of Smart Lung Tumour Detector and Stage Classifier Using Deep Learning Techniques with Internet of Things.

The use of artificial intelligence (AI) and the Internet of Things (IoT), which is a developing tech...

Sep 2022 36148416
Accelerated two-dimensional phase-contrast for cardiovascular MRI using deep learning-based reconstruction with complex difference estimation.

PURPOSE: To develop and validate a deep learning-based reconstruction framework for highly accelerat...

Sep 2022 36093915
DACBT: deep learning approach for classification of brain tumors using MRI data in IoT healthcare environment.

The classification of brain tumors (BT) is significantly essential for the diagnosis of Brian cancer...

Sep 2022 36097024
Deep-TOF-PET: Deep learning-guided generation of time-of-flight from non-TOF brain PET images in the image and projection domains.

We aim to synthesize brain time-of-flight (TOF) PET images/sinograms from their corresponding non-TO...

Sep 2022 36087092
Deep Learning for Detection of Intracranial Aneurysms from Computed Tomography Angiography Images.

The accuracy of computed tomography angiography (CTA) image interpretation depends on the radiologis...

Sep 2022 36085330
DeepMTS: Deep Multi-Task Learning for Survival Prediction in Patients With Advanced Nasopharyngeal Carcinoma Using Pretreatment PET/CT.

Nasopharyngeal Carcinoma (NPC) is a malignant epithelial cancer arising from the nasopharynx. Surviv...

Sep 2022 35696469
Highly accelerated MR parametric mapping by undersampling the k-space and reducing the contrast number simultaneously with deep learning.

To propose a novel deep learning-based method called RG-Net (reconstruction and generation network) ...

Sep 2022 36001990
Prediction of lipomatous soft tissue malignancy on MRI: comparison between machine learning applied to radiomics and deep learning.

OBJECTIVES: Malignancy of lipomatous soft-tissue tumours diagnosis is suspected on magnetic resonanc...

Sep 2022 36071368
A novel multimodal deep learning model for preoperative prediction of microvascular invasion and outcome in hepatocellular carcinoma.

BACKGROUND: Accurate preoperative identification of the microvascular invasion (MVI) can relieve the...

Sep 2022 36333180
Cardiovascular Imaging in China: Yesterday, Today, and Tomorrow.

The high prevalence and mortality of cardiovascular diseases in China's large population has increas...

Sep 2022 36162066
Beyond fine-tuning: Classifying high resolution mammograms using function-preserving transformations.

The task of classifying mammograms is very challenging because the lesion is usually small in the hi...

Sep 2022 36183607
Multi-modality MRI for Alzheimer's disease detection using deep learning.

Diffusion tensor imaging (DTI) is a new technology in magnetic resonance imaging, which allows us to...

Sep 2022 36063346
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