Selected Publications
MacKay EM*, Goldfinger S*, Chan TJ, Grasfield RH, Eswar VJ, Li K, Cao Q, Pouch AM: Automated structured data extraction from intraoperative echocardiography reports using large language models British Journal of Anaesthesia in press : 2025.
Guo Z, Dong NJ, Litt H, Yushkevich N, Freas M, Nunez J, Ferrari V, Hao J, Goldfinger S, Jolley MA, Bavaria J, Desai ND, Pouch AM: Towards Patient-Specific Surgical Planning for Bicuspid Aortic Valve Repair: Fully Automated Segmentation of the Aortic Valve in 4D CT IEEE International Symposium on Biomedical Imaging in press : 2025.
Haese CE, Dubey V, Mathur M, Pouch AM, Timek TA, Rausch MK: Tricuspid valve edge-to-edge repair simulations are highly sensitive to annular boundary conditions Journal of the Mechanical Behavior of Biomedical Materials 163 : 106879,2025.
Chan TJ, Sahni A, Fang Y, Li J, Luthra A, Pouch AM, Rajapakse CS: SAM3D: Zero-Shot Semi-Automatic Segmentation in 3D Medical Images with the Segment Anything Model SPIE Medical Imaging : 2025.
Li H, Oguz B, Arenas G, Yao X, Wang J, Pouch AM, Byram B, Schwartz N, Oguz I: Interactive Segmentation Model for Placenta Segmentation from 3D Ultrasound Images International Workshop on Advances in Simplifying Medical Ultrasound : 132-142,2024.
W. Wu, Y. Wu, A.M. Sulentic, J. Gee, A.M. Pouch, M.A. Jolley: Physics in the Loop: Integrating Biomechanics-Derived Training Data into a Neural Ordinary Differential Equation-Based Deformable Registration Framework Medical Imaging with Deep Learning : 2024.
C. Herz, N. Vergnet, S. Tian, A.H. Aly, M.A. Jolley, N. Tran, G. Arenas, A. Lasso, N. Schwartz, K.E. O'Neill, P.A. Yushkevich, A.M. Pouch: Open-Source Graphical User Interface for the Creation of Synthetic Skeletons for Medical Image Analysis Journal of Medical Imaging 11 (3): 2024.
M.C.P. Nunes, H. Hatoum, A.M. Pouch, M. Padala: Mitral Valve Disease: Mechanisms to Therapies Frontiers in Cardiovascular Medicine 11 : 2024.
Amin S, Chan T, Tran N, Al Ghofaily L, Cheung A, Yushkevich N, Hao J, Jolley MA, Woo YJ, Bavaria J, Desai ND, Pouch AM: Fully Automatic Quantification of the Aortic Root in 4D Transesophageal Echocardiography Circulation 150 (Suppl_1): A4141884-A4141884,2024.
Goldfinger S, Mackay E, Chan T, Eswar V, Grasfield R, Yan V, Barreto D, Pouch AM: A Systematic Approach to Prompting Large Language Models for Automated Feature Extraction from Cardiovascular Imaging Reports Circulation 150 (Suppl_1): A4139198-A4139198,2024.
Academic Contact Information
Perelman School of Medicine
Department of Radiology, Research
Richards Building - 6th Floor
3700 Hamilton Walk
Philadelphia,
PA
19104
Phone: 215-898-1050