Generalizable fully automated multi-label segmentation of four-chamber view echocardiograms based on deep convolutional adversarial networks

Autor: Arafati, Arghavan, Morisawa, Daisuke, Avendi, Michael R, Amini, M Reza, Assadi, Ramin A, Jafarkhani, Hamid, Kheradvar, Arash

Publikováno v: Journal of the Royal Society, Interface, vol 17, iss 169

A major issue in translation of the artificial intelligence platforms for automatic segmentation of echocardiograms to clinics is their generalizability. The present study introduces and verifies a novel generalizable and efficient fully automatic mu

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::441dca110e08aad40ad9f0540c0d7cde
https://escholarship.org/uc/item/1tv303fs

Generalizable fully automated multi-label segmentation of four-chamber view echocardiograms based on deep convolutional adversarial networks.

Autor: Arafati A; The Edwards Lifesciences Center for Advanced Cardiovascular Technology, University of California, 2410 Engineering Hall, Irvine, CA 92697-2730, USA., Morisawa D; The Edwards Lifesciences Center for Advanced Cardiovascular Technology, University of California, 2410 Engineering Hall, Irvine, CA 92697-2730, USA., Avendi MR; The Edwards Lifesciences Center for Advanced Cardiovascular Technology, University of California, 2410 Engineering Hall, Irvine, CA 92697-2730, USA.; Center for Pervasive Communications and Computing, University of California, 4217 Engineering Hall, Irvine, CA 92697-2700, USA., Amini MR; Loma Linda University Medical Center, Loma Linda, CA 92354, USA., Assadi RA; Division of Cardiology, David Geffen School of Medicine at UCLA, Los Angeles, CA 90095, USA., Jafarkhani H; Center for Pervasive Communications and Computing, University of California, 4217 Engineering Hall, Irvine, CA 92697-2700, USA., Kheradvar A; The Edwards Lifesciences Center for Advanced Cardiovascular Technology, University of California, 2410 Engineering Hall, Irvine, CA 92697-2730, USA.

Publikováno v: Journal of the Royal Society, Interface [J R Soc Interface] 2020 Aug; Vol. 17 (169), pp. 20200267. Date of Electronic Publication: 2020 Aug 19.