Projects
Ayman El-Baz, Eric van Bogaert, James Connelly. "A Non-Invasive Prediction System for Early Assessment of COVID-19 Patients.”
Eric van Bogaert, Tracy Van Meter, Yi Zhang, Patrick England, Sohail Contractor. “An AI System to Identify Patients for Follow-Up and Biopsy of Thyroid Nodules.”
Y. Balagurunathan et al., "Lung Nodule Malignancy Prediction in Sequential CT Scans: Summary of ISBI 2018 Challenge," in IEEE Transactions on Medical Imaging, vol. 40, no. 12, pp. 3748-3761, Dec. 2021, doi: 10.1109/TMI.2021.3097665.
A. Ghazipour, B. Veasey, A. Seow and A. A. Amini, "Joint Learning for Deformable Registration and Malignancy Classification of Lung Nodules," 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021, pp. 1807-1811, doi: 10.1109/ISBI48211.2021.9433989.
Ruponti Nath, Amirkhosro Kazemi, Sean Callahan, M. J. Negahdar, Marcus Stoddard, Amir Amini, “A 1D encoder-decoder deep network for pressure estimation from 4D flow MRI: in-vitro experiments”, SPIE Medical Imaging, San Diego, CA, February 2020.
U. S. Patent No. 10,776,998: Method and System for Analysis of 3D Deformations and Regional Function of a Heart with 3D SinMod, H. Wang and A. Amini, issued 2020 – Assignee: University of Louisville Research Foundation
A. S. Panayides, Amir Amini, et al. "AI in Medical Imaging Informatics: Current Challenges and Future Directions," in IEEE Journal of Biomedical and Health Informatics, vol. 24, no. 7, pp. 1837-1857, July 2020, doi: 10.1109/JBHI.2020.2991043.
Farhangi, M.M., Petrick, N., Sahiner, B., Frigui, H., Amini, A.A. and Pezeshk, A. (2020), Recurrent attention network for false positive reduction in the detection of pulmonary nodules in thoracic CT scans. Med. Phys., 47: 2150-2160. https://doi.org/10.1002/mp.14076
B. P. Veasey, J. Broadhead, M. Dahle, A. Seow and A. A. Amini, "Lung Nodule Malignancy Prediction from Longitudinal CT Scans with Siamese Convolutional Attention Networks," in IEEE Open Journal of Engineering in Medicine and Biology, vol. 1, pp. 257-264, 2020, doi: 10.1109/OJEMB.2020.3023614.
Novel AI Techniques for Automatic Determination of Radiation-Induced Lung Injury from Post-SBRT Images B. Veasey, E. Dougherty, S. Keltner, N. Kumar, J. Ververs, M. Farris, N. Dunlap, A. Amini, American Society for Radiation Oncology Annual Meeting, October 2022
Accelerated 4D Flow MRI of Aortic Valvular Flows with a Deep 2D Residual Attention Network Ruponti Nath, Sean Callahan, Marcus Stoddard and Amir A. Amini, IEEE 17th International Symposium on Biomedical Imaging, Nice, France 2020