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Puneet Sharma,Michael Suehling, Thomas Flohr, Dorin Comaniciu, Artificial Intelligence in Diagnostic Imaging: Status Quo, Challenges, and Future Opportunities, Journal of Thoracic Imaging, May 2020 [url]
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Andreas M Fischer, Marwen Eid, Carlo N De Cecco, Mehmet A Gulsun, Marly van Assen, John W Nance, Pooyan Sahbaee, Domenico De Santis, Maximilian J Bauer, Brian E Jacobs, Akos Varga-Szemes, Ismail M Kabakus, Puneet Sharma, Logan J Jackson, U Joseph Schoepf, Accuracy of an Artificial Intelligence Deep Learning Algorithm Implementing a Recurrent Neural Network With Long Short-term Memory for the Automated Detection of Calcified Plaques From Coronary Computed Tomography Angiography , Journal of Thoracic Imaging, May 2020 [url]
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Takashi Suzuki, Hiroyuki Takao, Saikiran Rapaka, Soichiro Fujimura, Cosmin Ioan Nita, Yuya Uchiyama, Hiroshi Ohno, Katharina Otani, Chihebeddine Dahmani, Viorel Mihalef, Puneet Sharma, Ashraf Mohamed, Thomas Redel, Toshihiro Ishibashi, Makoto Yamamoto, Yuichi Murayama, Rupture Risk of Small Unruptured Intracranial Aneurysms in Japanese Adults , Stroke
. 2020 Feb;51(2):641-643 [url]
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Costin Ciusdel, Alexandru Turceaa, Andrei Puiu, LucianItu, Lucian Calmac, Emma Weiss, Cornelia Margineanu, Elisabeta Badila, Martin Berger, Thomas Redel, Tiziano Passerini, Mehmet Gulsun, Puneet Sharma, Deep neural networks for ECG-free cardiac phase and end-diastolic frame detection on coronary angiographies , Computerized Medical Imaging and Graphics
Volume 84, September 2020, 10174 [url]
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Simon S Martin, Marly van Assen, Saikiran Rapaka, H Todd Hudson Jr, Andreas M Fischer, Akos Varga-Szemes, Pooyan Sahbaee, Chris Schwemmer, Mehmet A Gulsun, Serkan Cimen, Puneet Sharma, Thomas J Vogl, U Joseph Schoepf, Evaluation of a Deep Learning-Based Automated CT Coronary Artery Calcium Scoring Algorithm , JACC Cardiovascular Imaging
. 2020 Feb;13(2 Pt 1):524-526. [url]
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Adam Spandorfer, Cody Branch, Puneet Sharma, Pooyan Sahbaee, U. Joseph Schoepf, James G. Ravenel, John W. Nance, Deep learning to convert unstructured CT pulmonary angiography reports into structured reports , European Radiology Experimental 2019 Dec; 3: 37 [url]
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Saeid Asgari Taghanaki, Yefeng Zheng, S. Kevin Zhou, Bogdan Georgescu, Puneet Sharma, Daguang Xu, Dorin Comaniciu, Ghassan Hamarneh,
Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation
, Computerized Medical Imaging and Graphics, 2019[url]
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Adriaan Coenen, Young-Hak Kim, Mariusz Kruk, Christian Tesche, Jakob De Geer, Akira Kurata, Marisa L. Lubbers, Joost Daemen, Lucian Itu, Saikiran Rapaka, Puneet Sharma, Chris Schwemmer, Anders Persson, U. Joseph Schoepf, Cezary Kepka, Dong Hyun Yang and Koen Nieman, Diagnostic Accuracy of a Machine-Learning Approach to Coronary Computed Tomographic Angiography–Based Fractional Flow Reserve , Circulation: Cardiovascular Imaging. 2018;11:e007217 [url]
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Christian Tesche, Carlo N De Cecco, Stefan Baumann, Matthias Renker, Tindal W McLaurin, Taylor M Duguay, Richard R Bayer 2nd, Daniel H Steinberg, Katharine L Grant, Christian Canstein, Chris Schwemmer, Max Schoebinger, Lucian M Itu, Saikiran Rapaka, Puneet Sharma, U Joseph Schoepf, Coronary CT angiography–derived fractional flow reserve: machine learning algorithm versus computational fluid dynamics modeling , Radiology, Vol. 288, No. 1, 2018 [url]
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L. Itu, D. Neumann, V. Mihalef, F. Meister, M. Kramer, M. Gulsun, M. Kelm, T. Kühne, Cardioproof, P. Sharma, Non-invasive assessment of patient-specific aortic haemodynamics from four-dimensional flow MRI data , Journal of the Royal Society, Interface Focus, Volume 8, issue 1, 2018 [url]
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L. Itu, S. Rapaka, T. Passerini, B. Georgescu, C. Schwemmer, M. Schoebinger, T. Flohr, P. Sharma, D. Comaniciu,
A Machine Learning Approach for Computation of Fractional Flow Reserve from Coronary Computed Tomography, Journal of Applied Physiology, Article in Press, 2016[url]
     Click here for full list of publications
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- Artificial intelligence for basal and apical slice identification in cardiac MRI short axis acquisitions, US Patent # 11,232,859, Issue date: January 25, 2022
- Personalized assessment of patients with acute coronary syndrome, US Patent # 11,191,490, Issue date: December 7, 2021
- Image generation from a medical text report, US Patent # 11,170,891, Issue date: November 9, 2021
- Assessment of collateral coronary arteries, US Patent # 11,145,057, Issue date: October 12, 2021
- Automatic detection and quantification of the aorta from medical images, US Patent # 11,127,138, Issue date: September 21, 2021
- Automatically generating synchronized view and level of concordance of diagnostic exams, US Patent # 11,051,780, Issue date: July 6, 2021
- Processing image frames of a sequence of cardiac images, US Patent # 11,051,779, Issue date: July 6, 2021
- Performance of machine learning models for automatic quantification of coronary artery disease, US Patent # 11,030,490, Issue date: June 8, 2021
- System and method for medical image-based cardio-embolic stroke risk prediction, US Patent # 11,024,404, Issue date: June 1, 2021
- Synthetic data-driven hemodynamic determination in medical imaging, US Patent # 10,993,687, Issue date: May 4, 2021
- Artificial intelligence for physiological quantification in medical imaging, US Patent # 10,984,905, Issue date: April 20, 2021
- Artificial intelligence-based material decomposition in medical imaging, US Patent # 10,973,472, Issue date: April 13, 2021
- Method and system for personalized blood flow modeling based on wearable sensor networks, US Patent # 10,971,271, Issue date: April 6, 2021
- Determining arterial wall property with blood flow model, US Patent # 10,945,613, Issue date: March 16, 2021
- Detection of infarcts using trained network, US Patent # 10,937,205, Issue date: March 2, 2021
- Medical image pre-processing at the scanner for facilitating joint interpretation by radiologists and artificial intelligence algorithms, US Patent # 10,929,973, Issue date: February 23, 2021
- Structured report data from a medical text report, , US Patent # 10,929,420, Issue date: February 23, 2021
- Artificial intelligence-based COPD assessment, US Patent # 10,918,309, Issue date: February 16, 2021
- Method and system for clinical decision support with local and remote analytics, US Patent # 10,909,676, Issue date: February 2, 2021
- Method and system for machine learning based assessment of fractional flow reserve, US Patent # 10,888,234, Issue date: January 12, 2021
- Method and system for artificial intelligence based medical image segmentation, US Patent # 10,878,219, Issue date: December 29, 2020
- Method and system for enhancing medical image-based blood flow computations using physiological measurements, US Patent # 10,872,698, Issue date: December 22, 2020
- Rapid assessment and outcome analysis for medical patients, US Patent # 10,825,167, Issue date: November 3, 2020
- Method and system for non-invasive functional assessment of coronary artery stenosis using flow computations in diseased and hypothetical normal anatomical models, US Patent # 10,803,995, Issue date: October 13, 2020
- Vascular segmentation using fully convolutional and recurrent neural networks, US Patent # 10,762,637, Issue date: September 1, 2020
- Method and system for assessing a haemodynamic parameter, US Patent # 10,758,200, Issue date: September 1, 2020
- Enhanced personalized evaluation of coronary artery disease using an integration of multiple medical imaging techniques, US Patent # 10,758,125, Issue date: September 1, 2020
- System and method for interactive patient specific simulation of radiofrequency ablation therapy, US Patent # 10,748,438, Issue date: August 18, 2020
- Tissue-to-flow image generation in medical imaging, US Patent # 10,726,546, Issue date: July 28, 2020
- Classifying views of an angiographic medical imaging system, US Patent # 10,667,776, Issue date: June 2, 2020
- Machine learning based real-time radiation dose assessment, US Patent # 10,645,259, Issue date: May 5, 2020
- System and method for learning based magnetic resonance fingerprinting, US Patent # 10,627,470, Issue date: April 21, 2020
- Framework for personalization of coronary flow computations during rest and hyperemia, US Patent # 10,622,110, Issue date: April 14, 2020
- Personalized assessment of bone health, US Patent # 10,622,102, Issue date: April 14, 2020
- Method and system for personalized non-invasive hemodynamic assessment of renal artery stenosis from medical images, US Patent # 10,595,790, Issue date: March 24, 2020
- CFD simulation assisted 4D DSA reconstruction, US Patent # 10,580,172, Issue date: March 3, 2020
- Machine-learnt prediction of uncertainty or sensitivity for hemodynamic quantification in medical imaging, US Patent # 10,522,253, Issue date: December 31, 2019
- Identification of defects in imaging scans, US Patent # 10,521,911, Issue date: December 31, 2019
- Learning based methods for personalized assessment, long-term prediction and management of atherosclerosis, US Patent # 10,483,006, Issue date: November 19, 2019
- Plaque vulnerability assessment in medical imaging, US Patent # 10,478,130, Issue date: November 19, 2019
- Smart editing of image-processing results, US Patent # 10,474,917, Issue date: November 12, 2019
- Method and system for purely geometric machine learning based fractional flow reserve, US Patent # 10,463,336, Issue date: November 5, 2019
- Method and system for improved hemodynamic computation in coronary arteries, US Patent # 10,460,204, Issue date: October 29, 2019
- Non-invasive functional assessment of coronary artery stenosis including simulation of hyperemia by changing resting microvascular resistance, US Patent # 10,373,700, Issue date: August 6, 2019
- Non-invasive functional assessment of coronary artery stenosis including simulation of hyperemia by changing resting microvascular resistance, US Patent # 10,354,744, Issue date: July 16, 2019
- Patient-specific radiation dose assessment in medical therapy, US Patent # 10,350,434, Issue date: July 16, 2019
- Three-dimensional quantitative heart hemodynamics in medical imaging, US Patent # 10,299,862, Issue date: May 28, 2019
- Viscoelastic modeling of blood vessels, US Patent # 10,297,341, Issue date: May 21, 2019
- Method and system for machine learning based assessment of fractional flow reserve, US Patent # 10,258,244, Issue date: April 16, 2019
- Method and system for extracting centerline representation of vascular structures in medical images via optimal paths in computational flow fields, US Patent # 10,206,646, Issue date: February 19, 2019
- Fractional flow reserve decision support system, US Patent # 10,192,640, Issue date: January 29, 2019
- Coronary computed tomography clinical decision support system, US Patent # 10,176,896, Issue date: January 8, 2019
- Method and system for multi-scale anatomical and functional modeling of coronary circulation, US Patent # 10,162,932, Issue date: December 25, 2018
- Method and system for hemodynamic computation in coronary arteries, US Patent # 10,134,129, Issue date: November 20, 2018
- Method and system for prediction of post-stenting hemodynamic metrics for treatment planning of arterial stenosis, US Patent # 10,130,266 , Issue date: November 20, 2018
- Synthetic data-driven hemodynamic determination in medical imaging, US Patent # 10,111,636 , Issue date: October 30, 2018
- System and method for determining optimal operating parameters for medical imaging, US Patent #10,074,037, Issue date: September 11, 2018
- Determining functional severity of stenosis, US Patent # 10,052,031, Issue date: August 21, 2018
- Direct computation of image-derived biomarkers, US Patent # 10,002,419, Issue date:June 19, 2018
- Method and system for non-invasive assessment of coronary artery disease, US Patent # 9,999,361, Issue date: June 19, 2018
- Method and system for machine learning based assessment of fractional flow reserve, US Patent # 9,974,454, Issue date: May 22, 2018
- Synthetic data-driven hemodynamic determination in medical imaging, US Patent # 9,918,690, Issue date: March 20, 2018
- Method and system for automated therapy planning for arterial stenosis, US Patent # 9,888,968, Issue date: February 13, 2018
- Method and system for vascular disease detection using recurrent neural networks, US Patent # 9,881,372, Issue date: January 30, 2018
- System and method for patient specific modeling of liver tumor ablation, US Patent # 9,846,765, Issue date: December 19, 2017
- Method and system for vascular disease detection using recurrent neural networks, US Patent # 9,767,557, Issue date: September 19, 2017
- Method and system for improved hemodynamic computation in coronary arteries, US Patent # 9,747,525, Issue date: August 29, 2017
- Method and system for machine learning based assessment of fractional flow reserve, US Patent # 9,700,219, Issue date: July 11, 2017
- Method and system for functional assessment of renal artery stenosis from medical images, US Patent # 9,629,563, Issue date: April 25, 2017
- Method and system for non-invasive computation of hemodynamic indices for coronary artery stenosis, US Patent # 9,595,089, Issue date: March 14, 2017
- Estimation of a mechanical property of anatomy from medical scan data, US Patent # 9,585,632, Issue date: March 7, 2017
- Method and system for machine learning based assessment of fractional flow reserve, US Patent # 9,538,925, Issue date: January 10, 2017
- Method and system for blood flow velocity reconstruction from medical images, US Patent # 9,462,954, Issue date: October 11, 2016
- Synthetic data-driven hemodynamic determination in medical imaging, US Patent # 9,349,178, Issue date: May 24, 2016
- Patient specific planning and simulation of ablative procedures, US Patent # 9,259,287, Issue date: February 16, 2016
- Computation of hemodynamic quantities from angiographic data, US Patent # 9,247,918, Issue: February 2, 2016
- Method and system for patient-specific computational modeling and simulation for coupled hemodynamic analysis of cerebral vessels, US Patent # 9,141,763, Issue date: September 22, 2015
- Method and system for hemodynamic assessment of aortic coarctation from medical image data, US Patent # 9,135,699, Issue date: September 15, 2015
- Method and system for advanced measurements computation and therapy planning from medical data and images using a multi-physics fluid-solid heart model, US Patent # 9,129,053, Issue date: September 8, 2015
- Method and system for non-invasive assessment of coronary artery disease, US Patent # 9,119,540, Issue date: September 1, 2015
- Method and system for patient-specific hemodynamic assessment of virtual stent implantation, US Patent # 8,983,809, Issue date: March 17, 2015
- Blood flow computation in vessels with implanted devices, US Patent # 8,965,084, Issue date: February 24, 2015
- Method and system for comprehensive patient-specific modeling of the heart, US Patent # 8,682,626, Issue date: March 25, 2014
- Method and system for multi-component heart and aorta modeling for decision support in cardiac disease, US Patent # 8,527,251, Issue date: September 3, 2013
- Method and system for computational modeling of the aorta and heart, US Patent # 8,224,640, Issue date: July 17, 2012
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