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University of Chicago

Rank #31 · 27 unique linked submissions.

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Session Invited Program
Artificial Intelligence in Breast Imaging: Challenges and Opportunities

Artificial intelligence (AI) is transforming breast imaging by enhancing detection accuracy, improving workflow efficiency, and aiding in clinical decision support. Computer-aided detection (CAD) systems for mammography have been available since the late 1990...

Ingrid S. Reiser, PhD
IM- Breast X-Ray Imaging
Paper Proffered Program
Text-Guided Segmentation of Cardiac Substructures on Contrast-Enhanced CT

Dose sparing of cardiac substructures has the potential to improve thoracic radiotherapy outcomes beyond conventional whole-heart dose-volume metrics. However, manual delineation of numerous substructures is prohibitive, limiting the availability of high-qual...

Zhen Tian
Therapy Physics
Paper Proffered Program
A Multimodal Foundation Model for Pediatric Multiparametric MRI Synthesis

Multiparametric brain MRI is essential for delineating pediatric brain tumor subregions; however, long acquisition times often preclude complete multi-contrast imaging in pediatric patients, and large public pediatric lesion datasets remain limited. We propos...

Zhen Tian
Therapy Physics
Poster Poster Program
Investigation of Weighted Binary Cross Entropy and Resnet-50 on Segmentation Performance of Pleural Mesothelioma on CT Scans

This study addressed class imbalance in automated pleural mesothelioma segmentation and demonstrated that addressing this imbalance significantly improves agreement in the optimal probability map threshold, enabling simultaneous optimization of both spatial o...

Christopher L. Valdes, MScSamuel J Fulton
Diagnostic and Interventional Radiology Physics
Poster Poster Program
Propagation-Based X-Ray Phase Contrast Computed Tomography with the Multislice Approximation and Automatic Differentiation

Propagation-based X-ray phase contrast computed tomography (PB-XPCT) reconstructs the complex index of refraction whose real part, responsible for the phase shifting of x-rays, is known to differ more among soft tissues than the imaginary part, responsible fo...

Patrick J La Riviere, PhDGiavanna JadickAndrew Elliott FerrettiCailey Riggs
Diagnostic and Interventional Radiology Physics
Poster Poster Program
Ranking of Mobile C-Arm Image Quality Using Contrast–Detail Detectability Metrics

In this study, image quality of eleven mobile C-arm fluoroscopic systems across one institution was evaluated using visual assessment and Rose Signal-to-Noise Ratio (SNR) calculation. The aim was to rank c-arm image quality using contrast detail-based metrics.

Ingrid S. Reiser, PhDZheng Feng Lu, PhD
Diagnostic and Interventional Radiology Physics
Session Invited Program
Cardiac MRI: Fundamentals to Clinical Application

Cardiac MRI is a unique diagnostic modality that is often given limited focus in medical physics educational and training programs, despite its ubiquity in clinical practice. The physics and clinical challenges inherent to cardiac MRI are a worthwhile subject...

Steffen Sammet, PhD, MD
IM- MRI
Paper Proffered Program
Phantom Study Evaluating Sensitivity of a Cardiac Gated Snapshot MR-OEF Rosette Pulse Sequence for Ischemic Stroke

This study evaluates the sensitivity of two cardiac-gated rosette pulse sequences for MR-based measurement of the oxygen extraction fraction (OEF), which is predictive of recurring ischemic stroke in intracranial atherosclerotic disease (ICAD). The present wo...

Timothy J Carroll, PhDTabitha C WelchXiaodong Guo, PhDVivian S Nguyen, PhD
Diagnostic and Interventional Radiology Physics
Paper Invited Program
Panel Discussion

Professional

Ingrid S. Reiser, PhD
Professional
Paper Proffered Program
BEST IN PHYSICS (THERAPY): Large Language Model (LLM) Based Linac Downtime Analysis

Traditional reliability analyses of linear accelerators (LINACs) have typically focused on individual components using limited datasets, failing to exploit the comprehensive operational insights contained within service logs. This study presents a novel, auto...

Emil MuresanEthan D. StolenYeochan Youn
Therapy Physics