Artificial Intelligence for Cardiovascular Care—Part 1: Advances: JACC Review Topic of the Week

P Elias, SS Jain, T Poterucha, M Randazzo… - Journal of the American …, 2024 - jacc.org
Recent artificial intelligence (AI) advancements in cardiovascular care offer potential
enhancements in diagnosis, treatment, and outcomes. Innovations to date focus on …

Deep learning-enhanced nuclear medicine SPECT imaging applied to cardiac studies

ID Apostolopoulos, NI Papandrianos, A Feleki… - EJNMMI physics, 2023 - Springer
Deep learning (DL) has a growing popularity and is a well-established method of artificial
intelligence for data processing, especially for images and videos. Its applications in nuclear …

Deep learning–based attenuation correction improves diagnostic accuracy of cardiac SPECT

AD Shanbhag, RJH Miller, K Pieszko… - Journal of Nuclear …, 2023 - Soc Nuclear Med
To improve diagnostic accuracy, myocardial perfusion imaging (MPI) SPECT studies can
use CT-based attenuation correction (AC). However, CT-based AC is not available for most …

2022 ASNC/AAPM/SCCT/SNMMI guideline for the use of CT in hybrid nuclear/CT cardiac imaging

MH Al-Mallah, TM Bateman, KR Branch… - Journal of Nuclear …, 2022 - Elsevier
With the current advances in imaging technology and changes in patient demographics,
computed tomography (CT) has become an important part of nuclear cardiology practice for …

Artificial intelligence in nuclear cardiology: an update and future trends

RJH Miller, PJ Slomka - Seminars in Nuclear Medicine, 2024 - Elsevier
Myocardial perfusion imaging (MPI), using either single photon emission computed
tomography (SPECT) or positron emission tomography (PET), is one of the most commonly …

Deep-learning-based estimation of attenuation map improves attenuation correction performance over direct attenuation estimation for myocardial perfusion SPECT

Y Du, J Shang, J Sun, L Wang, YH Liu, H Xu… - Journal of Nuclear …, 2023 - Elsevier
Background Deep learning (DL)-based attenuation correction (AC) is promising to improve
myocardial perfusion (MP) SPECT. We aimed to optimize and compare the DL-based direct …

Multi-center, multi-vendor validation of deep learning-based attenuation correction in SPECT MPI: data from the international flurpiridaz-301 trial

T Hagio, JB Moody, A Poitrasson-Rivière… - European Journal of …, 2023 - Springer
Purpose Although SPECT myocardial perfusion imaging (MPI) is susceptible to artifacts from
soft tissue attenuation, most scans are performed without attenuation correction. Deep …

Artificial Intelligence in Nuclear Cardiology

RJH Miller - Cardiology Clinics, 2023 - cardiology.theclinics.com
Artificial intelligence (AI) is a rapidly expanding field, which refers to any computer algorithm
that performs tasks normally characteristic of human intelligence. 1 These algorithms could …

CTLESS: A scatter-window projection and deep learning-based transmission-less attenuation compensation method for myocardial perfusion SPECT

Z Yu, MA Rahman, CK Abbey… - … on Medical Imaging, 2024 - ieeexplore.ieee.org
Attenuation compensation (AC), while being beneficial for visual-interpretation tasks in
myocardial perfusion imaging (MPI) by single-photon emission computed tomography …

Deep learning approach using SPECT-to-PET translation for attenuation correction in CT-less myocardial perfusion SPECT imaging

M Kawakubo, M Nagao, Y Kaimoto, R Nakao… - Annals of Nuclear …, 2024 - Springer
Objective Deep learning approaches have attracted attention for improving the scoring
accuracy in computed tomography-less single photon emission computed tomography …