Gadgetron Global Network and Intelligence Computing: Clinical Imaging Application Development and Software Infrastructure

在过去的2021-2022财年，Gadgetron AI研发取得了成功，开发了更多的AI应用程序，并部署到临床实践中。 许雪、杰西卡·阿尔蒂科、罗德里·H·戴维斯、罗伯特·亚当、阿布谢克·谢特、乔·B·奥古斯托、阿尼什·布瓦、弗雷德里卡·弗莱德、蒂莫西·C·王、米霍·福井、乔·L·卡瓦尔坎特、托马斯·A·特雷贝尔、夏洛特·马尼斯蒂、玛丽安娜·丰塔纳、马丁·乌甘德、詹姆斯·C·穆恩、埃里克·B·谢尔伯特、彼得·凯尔曼。自动化在线人工智能测量全球纵向缩短和二尖瓣环平面收缩漂移：重复性和预后意义。美国心脏协会杂志。2022；0：E023849。Https://doi.org/10.1161/JAHA.121.023849 使用深度学习的关节T1和T2标测的自动在线心肌分割。詹姆斯·霍华德，开尔文·周，丽莎·查科，玛丽安娜·丰塔纳，格雷厄姆·科尔，彼得·凯尔曼，慧雪。放射学：人工智能，2022年(终稿)。 阿赞·拉赫曼，彼得·凯尔曼，罗德里·H·戴维斯，伊恩·皮尔斯，玛丽安娜·丰塔纳，詹姆斯·C·穆恩，惠雪。用于自由呼吸实时电影成像的卷积神经网络转换器。心血管磁共振成像中的人工智能-EACVI和SCMR的联合峰会，2022(最佳论文奖)。 彼得·凯尔曼，薛慧，周凯文，詹姆斯·霍华德，丽莎·查科，格雷厄姆·科尔，玛丽安娜·丰塔纳。在一次自由呼吸扫描中，亮血和暗血的相敏反转恢复、晚期Gd增强和T1和T2图：一种一体化的方法。《心血管磁共振杂志》，2021年第23期。 许雪，杰西卡·阿尔蒂科，玛丽安娜·丰塔纳，詹姆斯·C·穆恩，罗德里·H·戴维斯，彼得·凯尔曼。利用卷积神经网络检测心脏磁共振成像中的标志点。《放射学：人工智能》，第3卷，2021年；https://doi.org/10.1148/ryai.2021200197.(选作本期封面故事)

The past FY of 2021-2022 was successful for Gadgetron AI R&D. More AI applications were developed and deployed to clinical practice. Hui Xue, Jessica Artico, Rhodri H. Davies, Robert Adam, Abhishek Shetye, Joo B Augusto, Anish Bhuva, Fredrika Frjdh, Timothy C Wong, Miho Fukui, Joo L. Cavalcante, Thomas A Treibel, Charlotte Manisty, Marianna Fontana, Martin Ugander, James C. Moon, Erik B. Schelbert, Peter Kellman. Automated Inline Artificial Intelligence Measured Global Longitudinal Shortening and Mitral annular plane systolic excursion: Reproducibility and Prognostic Significance. Journal of the American Heart Association. 2022;0:e023849. https://doi.org/10.1161/JAHA.121.023849 Automated in-line myocardial segmentation of joint T1 and T2 mapping using deep learning. James Howard, Kelvin Chow, Liza Chacko, Mariana Fontana, Graham Cole, Peter Kellman, Hui Xue. Radiology: Artificial Intelligence, 2022 (in final revision). Azaan Rehman, Peter Kellman, Rhodri H Davies, Iain Pierce, Marianna Fontana, James C Moon, Hui Xue. Convolutional neural network transformer (CNNT) for free-breathing real-time cine imaging. Artificial Intelligence in Cardiovascular Magnetic Resonance Imaging - A Joint Summit of the EACVI and SCMR, 2022 (Best paper award). Peter Kellman, Hui Xue, Kelvin Chow, James Howard, Liza Chacko, Graham Cole, Marianna Fontana. Bright-blood and dark-blood phase sensitive inversion recovery late gadolinium enhancement and T1 and T2 maps in a single free-breathing scan: an all-in-one approach. Journal of Cardiovascular Magnetic Resonance, 23, 2021. Hui Xue, Jessica Artico, Marianna Fontana, James C Moon, Rhodri H Davies, Peter Kellman. Landmark detection in Cardiac Magnetic Resonance Imaging Using A Convolutional Neural Network. Radiology: Artificial Intelligence, Vol 3, 2021; https://doi.org/10.1148/ryai.2021200197. (Selected as the cover page story of this issue)