Improved robustness for deep learning-based segmentation of multi-center myocardial perfusion cardiovascular MRI datasets using data-adaptive uncertainty–guided space-time analysis

Authors: Dilek M. Yalcinkaya, MS, Khalid Youssef, PhD, Bobak Heydari, MD, Janet Wei, MD, C. Noel Bairey Merz, MD, Robert Judd, PhD, Rohan Dharmakumar, PhD, Orlando P. Simonetti, PhD, Jonathan W. Weinsaft, MD, Subha V. Raman, MD, Behzad Sharif, PhD

Source: Journal of Cardiovascular Magnetic Resonance, Vol 26, Iss 2, Pp 101082- (2024)

Subject Terms: Myocardial perfusion, Stress perfusion CMR, Artificial intelligence, Deep learning, Ischemic heart disease, Multi-center, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S1097664724011098; https://doaj.org/toc/1097-6647

Access URL: https://doaj.org/article/1c93eae6ce834c5a9a073312be875c24

Reducing the Contrast Dose by 80% in Quantitative Perfusion CMR Enabled by Patch-wise Deep Learning

Authors: Khalid Youssef, PhD, Luis Zamudio Rivero, MSc, Bobak Heydari, MD, Subha V Raman, Rohan Dharmakumar, PhD, Behzad Sharif, PhD

Source: Journal of Cardiovascular Magnetic Resonance, Vol 26, Iss , Pp 100189- (2024)

Subject Terms: Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S1097664724001807; https://doaj.org/toc/1097-6647

Access URL: https://doaj.org/article/e90d1287728341cc87bddcf839d4f618

Automatic Segmentation of Multi-center Multi-field-strength Perfusion CMR Datasets with Deep Learning-based Uncertainty-guided Analysis: Preliminary Findings Using the SCMR Registry

Authors: Dilek M. Yalcinkaya, MSc, Zhuoan Li, BEng, Khalid Youssef, PhD, Luis Zamudio Rivero, MSc, Venkateshwar Polsani, MD, Michael Elliott, MD, Rohan Dharmakumar, PhD, Robert Judd, PhD, Dipan Shah, MD, Orlando Simonetti, PhD, Subha V Raman, Behzad Sharif, PhD

Source: Journal of Cardiovascular Magnetic Resonance, Vol 26, Iss , Pp 100964- (2024)

Subject Terms: Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S1097664724009554; https://doaj.org/toc/1097-6647

Access URL: https://doaj.org/article/cd00fb9dacfe40ec8a22e4d809888fe6

Clinician-in-the-loop Analysis of FBee-breathing Stress Perfusion CMR Datasets with Dynamic Quality Control: Preliminary Evaluation Using the SCMR Registry

Authors: Dilek M. Yalcinkaya, MSc, Khalid Youssef, PhD, Zhuoan Li, BEng, Bobak Heydari, MD, Rohan Dharmakumar, PhD, Robert Judd, PhD, Orlando Simonetti, PhD, Subha V Raman, Behzad Sharif, PhD

Source: Journal of Cardiovascular Magnetic Resonance, Vol 26, Iss , Pp 100990- (2024)

Subject Terms: Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S1097664724009815; https://doaj.org/toc/1097-6647

Access URL: https://doaj.org/article/71248dce0efe4e6894ed4d2373bb295c