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Stritch School of Medicine Loyola University Chicago

Rank #154 · 6 unique linked submissions.

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Poster Poster Program
CBCT Imaging Optimization, Towards Establishment of Dose Reference Levels

To provide practical guidelines for imaging dose optimization and establishment of dose reference levels for CBCT in radiation therapy. Such guidelines are essential to ensure adherence to ALARA principles without compromising patient positioning accuracy. Al...

Sebastien A. Gros, PhD
Therapy Physics
Poster GPD-T-458 Poster Program
Assessing the Reliability of Markerless Tumor Tracking Using Machine Learning Models

Markerless tumor tracking (MTT) using single-energy (SE) kilovoltage (kV) imaging is being considered for lung tumor motion management. However, bone overlap with tumor can reduce visibility and tracking accuracy. Dual-energy (DE) imaging suppresses bone and...

Ha NguyenJohn C. Roeske, PhDJason Patrick LuceMatthew M. Harkenrider, MD
Therapy Physics
Poster GPD-T-677 Poster Program
Attribution Energy As a Companion Interpretability Metric for Grad-CAM In CBCT Image-Quality Assessment

Deep learning models have shown promise for image-quality rating tasks, yet the visual cues they rely on are often difficult to interpret. Grad-CAM and related saliency methods are commonly used to visualize attribution, but these heatmaps often yield unclear...

Isaac Lasko, MDAlec Block, M.D.John C. Roeske, PhDJason Patrick LuceHa NguyenSebastien A. Gros, PhD
Therapy Physics
Poster GPD-T-258 Poster Program
Open-Source Platform for Non-Reference-Based Quality Assessment of Image Registration

Deformable image registration (DIR) is integral to imaging alignment in radiation therapy, yet quality assurance (QA) on DIR performance remains challenging when reference contours are unavailable. In such situations, clinical decisions on acceptance of DIR r...

John C. Roeske, PhDHa Nguyen
Therapy Physics