Radiology

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

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Salient Region Matching for Fully Automated MR-TRUS Registration

Prostate cancer is a leading cause of cancer-related mortality in men. The registration of magneti...

A Trust-Guided Approach to MR Image Reconstruction with Side Information

Reducing MRI scan times can improve patient care and lower healthcare costs. Many acceleration met...

GLFC: Unified Global-Local Feature and Contrast Learning with Mamba-Enhanced UNet for Synthetic CT Generation from CBCT

Generating synthetic Computed Tomography (CT) images from Cone Beam Computed Tomography (CBCT) is ...

Ultrasound-QBench: Can LLMs Aid in Quality Assessment of Ultrasound Imaging?

With the dramatic upsurge in the volume of ultrasound examinations, low-quality ultrasound imaging...

Automated Breast Density Assessment for Full-Field Digital Mammography and Digital Breast Tomosynthesis.

Mammographic density is a strong risk factor for breast cancer and is reported clinically as part of...

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Deep Learning-Driven Segmentation of Ischemic Stroke Lesions Using Multi-Channel MRI

Ischemic stroke, caused by cerebral vessel occlusion, presents substantial challenges in medical i...

Plasma-CycleGAN: Plasma Biomarker-Guided MRI to PET Cross-modality Translation Using Conditional CycleGAN

Cross-modality translation between MRI and PET imaging is challenging due to the distinct mechanis...

RadHop-Net: A Lightweight Radiomics-to-Error Regression for False Positive Reduction In MRI Prostate Cancer Detection

Clinically significant prostate cancer (csPCa) is a leading cause of cancer death in men, yet it h...

Training-Free Mitigation of Adversarial Attacks on Deep Learning-Based MRI Reconstruction

Deep learning (DL) methods, especially those based on physics-driven DL, have become the state-of-...

ProjectedEx: Enhancing Generation in Explainable AI for Prostate Cancer

Prostate cancer, a growing global health concern, necessitates precise diagnostic tools, with Magn...

Ultrasound Lung Aeration Map via Physics-Aware Neural Operators

Lung ultrasound is a growing modality in clinics for diagnosing and monitoring acute and chronic l...

Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images

Accurate and robust ultrasound image segmentation is critical for computer-aided diagnostic system...

Marker-independent imaging reveals a correlation of fibrotic and epigenetic alterations in endometriosis

Endometriosis describes the presence of endometrial glands outside of the uterus and can cause vario...

MEM-GAN: A Pseudo Membrane Generator for Single-cell Imaging in Fluorescent Microscopy

Fluorescent microscopy imaging is vital to capturing single-cell spatial data, characterizing tissue...

Simulation-Based Inference at the Theoretical Limit: Fast, Accurate Microstructural MRI with Minimal diffusion MRI Data

Diffusion-weighted magnetic resonance imaging (dMRI) is an essential tool in neuro-science, providin...

Denoising 7T Structural MRI with Conditional Generative Diffusion Models

7T MRI offers ultra-high resolution and improved sensitivity for iron deposition in neurodegenerativ...

Predicting Brain Volumes from Anthropometric and Demographic Features: Insights from UK Biobank Neuroimaging Data

Brain size measures are well-studied and often treated as a confound in volumetric neuroimaging anal...

Fully Automated and Scalable Pipeline for Macaque Brain Registration

With the rapid development of various whole-brain ex vivo imaging technologies, there is a growing n...

dFCExpert: Learning Dynamic Functional Connectivity Patterns with Modularity and State Experts

Characterizing brain dynamic functional connectivity (dFC) patterns from functional Magnetic Resonan...

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