EchoCP: An Echocardiography Dataset in Contrast Transthoracic Echocardiography for Patent Foramen Ovale Diagnosis

被引:4
作者
Wang, Tianchen [1 ]
Li, Zhihe [2 ]
Huang, Meiping [2 ]
Zhuang, Jian [2 ]
Bi, Shanshan [3 ]
Zhang, Jiawei [4 ]
Shi, Yiyu [1 ]
Fei, Hongwen [2 ]
Xu, Xiaowei [2 ]
机构
[1] Univ Notre Dame, Notre Dame, IN 46556 USA
[2] Guangdong Prov Peoples Hosp, Guangzhou, Guangdong, Peoples R China
[3] Missouri Univ Sci & Technol, Rolla, MO 65409 USA
[4] Fudan Univ, Shanghai, Peoples R China
来源
MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2021, PT VI | 2021年 / 12906卷
关键词
MIGRAINE; CLOSURE; AURA; SIZE;
D O I
10.1007/978-3-030-87231-1_49
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Patent foramen ovale (PFO) is a potential separation between the septum, primum and septum secundum located in the anterosuperior portion of the atrial septum. PFO is one of the main factors causing cryptogenic stroke which is the fifth leading cause of death in the United States. For PFO diagnosis, contrast transthoracic echocardiography (cTTE) is preferred as being a more robust method compared with others. However, the current PFO diagnosis through cTTE is extremely slow as it is proceeded manually by sonographers on echocardiography videos. Currently there is no publicly available dataset for this important topic in the community. In this paper, we present EchoCP, as the first echocardiography dataset in cTTE targeting PFO diagnosis. EchoCP consists of 30 patients with both rest and Valsalva maneuver videos which covers various PFO grades. We further establish an automated baseline method for PFO diagnosis based on the state-of-the-art cardiac chamber segmentation technique, which achieves 0.89 average mean Dice score, but only 0.70/0.67 mean accuracies for PFO diagnosis, leaving large room for improvement. We hope that the challenging EchoCP dataset can stimulate further research and lead to innovative and generic solutions that would have an impact in multiple domains. Our dataset is released [1].
引用
收藏
页码:506 / 515
页数:10
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