2869 entries curated across talks and posters.
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning-Based Lung Nodule Classification Using Ct Scans
Lung cancer remains one of the leading causes of cancer-related deaths worldwide and often begins with small lung nodules visible on CT scans. Early and accurate classification of these nodules is essential for timely diagnosis a...
Amen Mahtab
Diagnostic and Interventional Radiology Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning-Based Prediction of Monte Carlo Dose Distributions from Pencil Beam Algorithms for Carbon Ion Radiotherapy
This study aims to develop a deep learning (DL) model capable of predicting Monte Carlo (MC)-level carbon-ion dose distributions from Pencil Beam Algorithm (PBA) calculations. The objective is to achieve the high accuracy of MC s...
Yongdo Yun
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning-Based Scatter-Free Virtual Monochromatic CBCT Imaging for Metal Artifact Reduction: A Feasibility Study
Metal artifacts are one of the common imaging artifacts that degrade the image quality of cone-beam CT (CBCT). Thus, several studies have investigated metal artifact reduction (MAR) techniques to restore anatomical information ar...
Hoyeon Lee, PhD
Diagnostic and Interventional Radiology Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning-Based Sinogram Synthesis for High-Pitch Helical CT Reconstruction
High-pitch helical Computed Tomography (CT) reduces radiation exposure to patients and improves robustness against motion artifacts; however, the images suffer from artifacts due to limited data sampling. Recent studies proposed...
Ziyi Zeng
Diagnostic and Interventional Radiology Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning-Based Subtyping of Early-Stage Breast Cancer from Mammography: Distinguishing Luminal and Non-Luminal Tumors for Precision Therapy
Breast cancer is the second leading cause of cancer death among women. Fortunately, for this biologically heterogeneous disease, several molecular subtypes corresponding to distinct responses to treatments and prognoses have been...
Menghan Zhang
Diagnostic and Interventional Radiology Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning-Based Synthetic CT from Black-Bone MRI for MR-Only Treatment Planning
Black-bone MRI provides improved contrast of the cortical bone than standard MRI sequences, and resembles a CT image when its contrast is inverted. Deep-learning (DL)-based synthetic-CT (sCT) techniques[1-2] often use standard se...
Merlin Owens, MSc, BSc
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning Filter Replacement for Sparse-View CBCT Reconstruction: A Comparative Study of Image-Domain Residual U-Net Enhancement and Projection-Domain Learnable Filtering within Differentiable Feldkamp–Davis–Kress Algorithm
Conventional filtered backprojection with a fixed Ram-Lak filter in cone-beam CT (CBCT) reconstruction method often amplifies noise and streak artifacts under sparse-view acquisition, limiting image quality for image-guided radio...
Zhuqing Pu, M.S.
Diagnostic and Interventional Radiology Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning for Esophageal Cancer Screening Using Volumetric CT: Handling Missing Contrast Modalities Via Knowledge Distillation In a Multi-Center Study
Esophageal cancer is a lethal malignancy where early detection significantly improves survival. While opportunistic screening using chest CT is promising, the frequent absence of Contrast-Enhanced CT (CECT) in routine exams limit...
Zhimin Zheng
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning In a 3D Brain Cancer Twin for Advancing Radioimmunotherapy Against Brain Cancers
Glioblastoma is highly aggressive and the most prevalent brain tumor in adults. The median survival of patients is 15 months, despite the current standard of care comprising surgery, radiotherapy, and chemotherapy. Hence, new the...
Jay McCown
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deep Learning Radiomics Based on Ultrasound Images for Predicting Postoperative Brain Metastasis Risk In Breast Cancer Patients: A Multicenter Study
The purpose of this study is to utilize clinical pathological information and preoperative ultrasound images of breast cancer to predict the risk of brain metastasis by combining radiomics and deep learning.
Yanting Shen
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deformable Dose Accumulation Evaluation with Spatial Corrective Guidance Using Subregion Analysis
Modern radiation therapy increasingly requires deforming prior dose to new CT scans for re-irradiation. Current validation methods report whole-organ agreement but lack spatial specificity and corrective guidance. This study deve...
Kaichen Yu, Bsc
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deformable Surface Registration for Automated Patient Positioning In Head and Neck Radiation Therapy
Conventional iterative closest point (ICP) algorithms capable of 3D surface registration perform best with non-deformable surfaces. Such methods are not efficient in head and neck (HN) RT, where one part of the surface is rigid (...
Pete Miller
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Delta Ivim MRI As a Biomarker of Radiation-Induced Parotid Injury for Spatial Radiosensitivity Mapping
Head-and-neck radiotherapy inadvertently irradiates salivary glands, leading to radiation-induced xerostomia. Diffusion MRI provides sensitivity to radiation-induced microstructural tissue changes. We hypothesize that changes in...
Arash Javanmardi, MSc
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Depth- and Size-Dependent Correction of Tumor Conductivity In Phase-Based MR Electrical Properties Tomography
The quantitative accuracy of MR Electrical Properties Tomography (MR-EPT) is strongly influenced by tissue heterogeneity and lesion geometry. This study systematically investigates the effects of tumor depth and tumor size on con...
Jingyao Chen, M.D.
Diagnostic and Interventional Radiology Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design and Characterization of a Modular Anthropomorphic Phantom for Total Body Irradiation Verification
Total body irradiation (TBI) is an essential component of conditioning regimens prior to hematopoietic stem cell transplantation. Recent nationwide comparisons have revealed substantial inter-institutional variability in TBI tech...
Maya Shariff, PhD
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design and Clinical Implementation of a 3D-Printed Arccheck-MR Supporting Solution for Lateral QA on a 1.5T MR-Linac System
Patient-specific quality assurance (PSQA) for lateral targets on a 1.5T MR-Linac (MRL) is limited by restricted couch motion and lack of dedicated positioning aids for off-axis measurements. While lateral ArcCheck-MR configuratio...
Jessica Seungyeon Jung
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design and Construction of a Novel Hemi-Body Tset Fixture Design
A modernized partial‑body Total Skin Electron Therapy (TSET) frame was designed, constructed, and prepared for commissioning at UW Health Eastpark Medical Center to replace an aging wooden structure and address the absence of com...
Kyle E. Schaefer
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design and Optimization of a Novel Translating Checkerboard Range Shifter to Enable Efficient Proton Arc Therapy
Clinical implementation of proton arc therapy is partly hindered by the low speed of beam energy switching upstream of the nozzle. To achieve fast and multiple post-nozzle energies, we propose a novel range shifter, termed the Ch...
Dylan Richeson
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design and Shielding Considerations for an Image Guided Brachytherapy (IGBT) Suite
Image Guided Brachytherapy (IGBT) in a dedicated suite allows applicator placement, planning and treatment delivery in a single room, minimizing the patient movement during the process. The design and shielding considerations for...
Chithra Kumaran Nair, PhD
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design of an Anthropomorphic 3D-Printed Left Breast Phantom for End-to-End Quality Assurance of Advanced Radiotherapy Techniques In Small Island Developing States
Breast cancer is the second common malignancy worldwide, with small island developing states (SIDS) experiencing disproportionately higher mortality-to-incidence ratios. Breast treatment planning remains one of the most challengi...
Sherisse O Hunte, MSc
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Design, Validation and Implementation of a Novel 3D-Printed Chest Wall Bolus
To develop a novel composite mesh bolus (CMB) as an alternative to hand-molded bolus in chest wall radiotherapy. The CMB is a 3D-printed flexible mesh with silicone layers. Its design allows surface conformity, skin adhesion, a r...
Dominique Guillet, MSc
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Determining Spatial Resolution from Brain Imaging for Automated Quality Assurance of Magnetic Resonance Imaging
Magnetic resonance imaging quality assurance (MRI QA) currently relies on phantoms for characterizing image quality metrics. The growing prevalence of MRI-guided radiotherapy will increase the need for efficient and robust MRI QA...
Liam Lawrence, PhD
Therapy Physics
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Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Determining the Thickness of a Second-Generation Electron Skin Collimator
To determine the optimal thickness of an electron skin collimator that minimizes the surface dose inhomogeneity (“hot” spots), which reached up to 23% for previous prototypes, while maintaining the prior penumbral advantages.
Parker New
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Deterministic Margin Selection Tool for Single Iso Multi-Target Radiosurgery
We introduce a deterministic, analytic framework for single‑isocenter, multi‑target radiosurgery to derive the minimal geometric margin that corresponds with a user‑specified level of target coverage. The model correlates target...
Nidhir Narayanan
Therapy Physics
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