1 - Carol Davila University Central Emergency Military Hospital Bucharest, Romania
2 - Faculty of Automatic Control and Computers,“Politehnica” University of Bucharest, Romania 3 “Carol Davila” University of Medicine and Pharmacy, Bucharest, Romania
3 - “Carol Davila” University of Medicine and Pharmacy, Bucharest, Romania
4 - University of Illinois Chicago, USA
Received: May 22, 2020
Accepted: September 9, 2020
Artificial Intelligence (AI) has become an important tool for computer-aided diagnosis of medical imaging. This review aims to provide an overview for clinicians, explaining the relevant aspects of artificial intelligence and machine learning (ML) and presenting up-to-date applications of AI and ML techniques to medical imaging methods such as angiography, magnetic resonance, and echocardiography. For each imaging method, we present the acquisition process, the types of diagnostic test interpretation, and the challenges related to them, as well as how AI/ML techniques, have improved the process of decision making. A summary of selected works applying AI/ML techniques to medical imaging is organized into a table, which highlights the scope of the study, the dataset used, the details of each approach as well as the measured results, including objectives and criteria. The overall benefits of AI in medical imaging are extracted based on the diverse applications and high evaluation scores. In the end, cardiologists should have an advanced understanding of using AI to integrate clinical data and making the final decision in diagnosis.
Stanciu, S., Tache, I.A., Gurzun, M., Sorici, A., Croitoru, A., Cuzino, D., Tudor, D.L., & Lăzărescu, S. (2025). Artificial intelligence in cardiovascular medical imaging. Romanian Journal of Military Medicine, 123(4), 310-316.
Stanciu S, Tache IA, Gurzun M, Sorici A, Croitoru A, Cuzino D, et al. Artificial Intelligence in cardiovascular medical imaging. Rom J Mil Med. 2025;123(4):310-316.
Stanciu, S., Tache, I.A., Gurzun, M., Sorici, A., Croitoru, A., Cuzino, D., Tudor, D.L. & Lăzărescu, S. 2025, 'Artificial Intelligence in cardiovascular medical imaging', Romanian Journal of Military Medicine, vol. 123, no. 4, pp. 310-316.