Radiology

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

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Class Imbalance Correction for Improved Universal Lesion Detection and Tagging in CT

Radiologists routinely detect and size lesions in CT to stage cancer and assess tumor burden. To p...

3D Universal Lesion Detection and Tagging in CT with Self-Training

Radiologists routinely perform the tedious task of lesion localization, classification, and size m...

Universal Lymph Node Detection in Multiparametric MRI with Selective Augmentation

Robust localization of lymph nodes (LNs) in multiparametric MRI (mpMRI) is critical for the assess...

Noninvasive prediction of esophagogastric varices in hepatitis B: An extreme gradient boosting model based on ultrasound and serology.

BACKGROUND: Severe esophagogastric varices (EGVs) significantly affect prognosis of patients with he...

Apr 2025 40248058
Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation

Deep learning has been successfully applied to medical image segmentation, enabling accurate ident...

BrainMRDiff: A Diffusion Model for Anatomically Consistent Brain MRI Synthesis

Accurate brain tumor diagnosis relies on the assessment of multiple Magnetic Resonance Imaging (MR...

AdaViT: Adaptive Vision Transformer for Flexible Pretrain and Finetune with Variable 3D Medical Image Modalities

Pretrain techniques, whether supervised or self-supervised, are widely used in deep learning to en...

Artificial intelligence-assisted approach to assessing bowel wall thickness in pediatric inflammatory bowel disease using intestinal ultrasound images.

BACKGROUND AND AIM: Intestinal ultrasound (IUS) potentially spares patients from repeated endoscopie...

Apr 2025 40052532
Leveraging Sparse Annotations for Leukemia Diagnosis on the Large Leukemia Dataset

Leukemia is 10th most frequently diagnosed cancer and one of the leading causes of cancer related ...

Translation of Fetal Brain Ultrasound Images into Pseudo-MRI Images using Artificial Intelligence

Ultrasound is a widely accessible and cost-effective medical imaging tool commonly used for prenat...

Brightness Perceiving for Recursive Low-Light Image Enhancement

Due to the wide dynamic range in real low-light scenes, there will be large differences in the deg...

MuTri: Multi-view Tri-alignment for OCT to OCTA 3D Image Translation

Optical coherence tomography angiography (OCTA) shows its great importance in imaging microvascula...

BOLDSimNet: Examining Brain Network Similarity between Task and Resting-State fMRI

Traditional causal connectivity methods in task-based and resting-state functional magnetic resona...

Graph Classification and Radiomics Signature for Identification of Tuberculous Meningitis

Introduction: Tuberculous meningitis (TBM) is a serious brain infection caused by Mycobacterium tu...

Two-stage deep learning framework for the restoration of incomplete-ring PET images

Positron Emission Tomography (PET) is an important molecular imaging tool widely used in medicine....

Adaptive Low Light Enhancement via Joint Global-Local Illumination Adjustment

Images captured under real-world low-light conditions face significant challenges due to uneven am...

Leveraging Contrast Information for Efficient Document Shadow Removal

Document shadows are a major obstacle in the digitization process. Due to the dense information in...

Increasing Accessibility: Effectiveness of a Remote Artificial Intelligence Education Curriculum for International Medical Graduates.

BACKGROUND: Applications of artificial intelligence (AI) in medicine are expanding every year. AI ed...

Apr 2025 40022645
Prediction of Verbal Abilities From Brain Connectivity Data Across the Lifespan Using a Machine Learning Approach.

Compared to nonverbal cognition such as executive or memory functions, language-related cognition ge...

Apr 2025 40130301
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