Conference on Artificial Intelligence in Medical Imaging

A 3D Merlin-Based Vision-Language Model for Multi-Injury Detection in Trauma CT Using Report-Grounded Supervision(opens in new tab) 

• Mehrdad Salimitari, PhD, University of Maryland Baltimore 
• Taiyu Zhang, PhD; Cameron May, MS; Guang Li, MD; David Dreizin, MD 

 

Analysis of Histopathology Data Drift in an Eight-year Cohort Reveals Laboratory and Instrumentation-induced Variability (opens in new tab)

• Mathew Francis, PhD, Perelman School of Medicine, University of Pennsylvania 
• Arian Arab, PhD; Rohan G. Chandraghatgi; Wenchao Han, PhD; Christopher A. Garcia, MD; David E. Breen, PhD; Fernando U. Garcia, MD; Mark Zarella, PhD 

 

Anatomy-Grounded CT Report Generation Guided by Organ-Hierarchical Clinical Knowledge (opens in new tab)

• Guoliang You, PhD, University of Pennsylvania 
• Hongming Li, PhD; Yuanwang Zhang, PhD Student; Yong Fan, PhD 

 

Bridging the Gap Between Anatomy and Structural Connectivity: Synthetic Generation of Fractional Anisotropy Maps from T1 MRI (opens in new tab)

• Darren L. Yang, Memorial Sloan Kettering Cancer Center 
• Dylan G. Hsu, PhD; Brandon S. Imber, MD, MS; Andrei Holodny, MD; Joseph N. Stember, MD, PhD 

 

Clinical Validation of Commercial AI Prostate SBRT Planning: Dosimetric Equivalence with Deficiencies Isolated to Institution-Specific Organ-at-Risk Objectives (opens in new tab)

• Nayoon J. Lee, University of Pennsylvania 
• Steven Philbrook, MS; William R. Green, MD; Eva Berlin, MD; John Chojnowski, MD, PhD; Nicholas Molina; Jonathan Cheng; Sara Arias-Obando; Rafe McBeth, PhD 

 

Concordance of Qualitative Aortic Descriptors with Diameter and Aortic Height Index: An LLM-Based Analysis of 1,000 CT Angiography Reports (opens in new tab)

• Trent J. Levy, MD; Perelman School of Medicine, University of Pennsylvania 
• Tessa S. Cook, MD, PhD, CIIP, FSIIM 

 

Deep-Learned Beam Imputation for Cardiac Color Doppler (opens in new tab)

• Aditya Mantha, Johns Hopkins University 
• Praneeth Sadda, MD 

 

Deep Learning Architectures for Stroke Lesion Segmentation on Non-Contrast CT in a Low-Resource Setting (opens in new tab)

• Taofeeq Oluwatosin Togunwa, MD, University of Michigan Medical School 
• Halleluyah D. Oludele, MBBS; Oluwatosin E. Fatade, MBBS; Ayomide Adeyemi, MBBS; Theophilus Olayiwola, MBBS; Adesola Adepoju, MPH; Olubunmi O. Oyibotha, MBBS; Umar H. Umar, MBBS; Michael M. Haglund, MD, PhD, MACM; Brad J. Kolls, MD, PhD; Godwin I. Ogbole, MBBS, MD; Alvan-Emeka K. Ukachukwu, MD, MSc.GH 

 

Development and Implementation of a Criteria-Based Radiology Imaging Selection Platform (CRISP-AI) (opens in new tab)

• Othria Ahmed, MD, Northwell Health 
• Nicholas Mynarski, MD; Ritesh D. Patel, MD 

 

General-Purpose Large Language Models Outperform Domain-Specific Models for High-Resolution CT Report Feature Extraction (opens in new tab)

• Darron King, Thomas Jefferson University 
• Ethan Tai; Valeria Santibañez, MD; Paras Lakhani, MD; Adam Flanders, MD, FSIIM; Baskaran Sundaram, MD; Steven Rothenberg, MD 

 

Global Data Governance and Equitable Innovation in Medical Imaging AI: A Comparative Legal Analysis (opens in new tab)

• Lars Lindgren, JD, Perelman School of Medicine, University of Pennsylvania 
• Shawn Lyo, MD; Tessa Cook, MD, PhD, CIIP, FSIIM; Abass Noor, MD 

 

Large Language Model–Assisted Analysis of Preliminary-to-Final Radiology Report Changes for Resident Feedback (opens in new tab)

• Piyush Goyal, DO, University of Utah 
• Sarah Teruya, MD; Rachel Dou, MD; William Auffermann, MD, PhD 

 

Multi-Agent Reasoning Enhances Local Small-Model Performance in Medicine (opens in new tab)

• Saisha Pradeep Shetty, MS, University of California, Davis 
• Austin Lin; Abhimaneu Pandey; Satvik Tripathi; Ebubechukwu D. Enwerem; Jacinta Arnod; Tessa Cook, MD PhD, CIIP, FSIIM 

 

Overturn of Advanced Imaging Prior Authorization Denials at Independent Review in Medicare Advantage (opens in new tab)

• James Tyler Ng, MS, Geisinger Commonwealth School of Medicine (Presenter) 
• Uddhav Neupane; James Tyler Ng, MS; Rohit Sharma, MD  

 

Patient-Specific Volumetric CT Synthesis from Routine Biplanar Knee Radiographs (opens in new tab)

• Amirali Khosravi, MD, Mayo Clinic 
• Linjun Yang, PhD; Kellen Mulford, PhD; Bardia Khosravi, MD, MPH, MHPE; Cody Wyles, MD; Bradley J. Erickson, MD, PhD, CIIP, FSIIM 

 

Retrieval Augmented Generation Enables an AI-Powered Radiology Institutional Knowledge Assistant (opens in new tab)

• Amol Sinha, MS, Stanford Medicine Children's Health 
• Liliana Ma, MD, PhD; Sergios Gatidis, MD; Sivashankar Dhandapani; Kenneth Wong; Shreyas Vasanawala, MD, PhD 

 

Rightsizing the Concept of Work Relative Value Units (wRVU) through Incorporation of an Automated Cognitive Burden Metric: A Feasibility Study (opens in new tab)

• Adam Flanders, MD, CIIP, FSIIM, Thomas Jefferson University 
• Steven A. Rothenberg, MD; Abin Bandyopadhyay, MD; Paras Lakhani, MD; Christopher G. Roth, MD; Ayis Pyrros, MD; Avishkar Sharma, MD, CIIP; Adam Zoga, MD MBA; Elias Melhem, MD 

 

Scaling Vision-Language Models for Radiology Caption Prediction: A Cross-Scale Comparison of Parameter-Efficient Fine-Tuning Methods and Their Attention-Based Explanations (opens in new tab)

• Mahmudul Hoque & Raisa Nusrat Chowdhury, Morgan State University 
• Md Mahmudur Rahman, PhD 

 

The Invisible Feedback Loop: Quantifying Uncompensated Site Labor in Post-Market Evaluation of Diagnostic AI(opens in new tab) 

• Inga Edwin, MD, Valley Radiology and Methodist University Cape Fear Valley Medical School 

 

Tissue-Aware Distributional Matching for JPEG 2000: 1.7× Storage Reduction in Whole-Slide Histopathology at JPEG-80-Equivalent Quality (opens in new tab)

• Ritika Agarwal, MSE, Perelman School of Medicine, University of Pennsylvania 
• Mathew Francis, PhD; Mark D. Zarella, PhD