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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 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 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