Penn Medicine Provider
Alison Pouch, PhD
About me
- Assistant Professor of Radiology
My Locations
Qualifications and experience
- 3D Modeling Working Group, Ovarian Anatomy Nomenclature Workshop, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National
- Council of Early Career Investigators in Imaging, Academy of Radiology and Biomedical Imaging Research, National
My research
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: 2025,106879
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: 2024,132-142
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): 2024,A4141884-A4141884
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): 2024,A4139198-A4139198