糖尿病视网膜病变眼底彩照人工智能研究标准数据库的建立规范  

Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research

作　　者：于伟泓 张潇 吴婵 陈欢 杨治坤 贺峰 张枝桥 张碧磊 巩迪 王月麟 杨景元 李冰 孙燕媛 马亚静 陆慧琴[3] 夏蔚[4] 周伟[5] 张东磊 潘庆敏 杨宁 王淑娜[9] 孙晓蕾 遇颖[11] 苏畅[12] 万博 汪明启[14] 王敏 陈有信 YU Weihong;ZHANG Xiao;WU Chan;CHEN Huan;YANG Zhikun;HE Feng;ZHANG Zhiqiao;ZHANG Bilei;GONG Di;WANG Yuelin;YANG Jingyuan;LI Bing;SUN Yanyuan;MA Yajing;LU Huiqin;XIA Wei;ZHOU Wei;ZHANG Donglei;PAN Qingmin;YANG Ning;WANG Shuna;SUN Xiaolei;YU Ying;SU Chang;WAN Bo;WANG Mingqi;WANG Min;CHEN Youxin(Key Laboratory of Ocular Fundus Diseases,Chinese Academy of Medical Sciences/Department of Ophthalmology,Peking Union Medical College Hospital,Chinese Academy of Medical Sciences&Peking Union Medical College,Beijing 100730,China;Department of Ophthalmology,China-Japan Friendship Hospital,Beijing 100029,China;Department of Ophthalmology,Xi’an NO.1 Hospital,Xi’an 710002,China;Department of Ophthalmology,The First Affiliated Hospital of Soochow University,Suzhou,Jiangsu 215006,China;Department of Ophthalmology,Tianjin Medical University General Hospital,Tianjin 300052,China;Department of Ophthalmology,The First Hospital of Shanxi Medical University,Taiyuan 030001,China;Department of Ophthalmology,The Second Affiliated Hospital of Shandong First Medical University,Tai’an,Shandong 271016,China;Department of Ophthalmology,The Affiliated Hospital of Xuzhou Medical University,Xuzhou,Jiangsu 221004,China;Ophthalmology Center,Affiliated Hospital of Weifang Medical College,Weifang,Shandong 261035,China;Eye Hospital of Shandong First Medical University,Jinan 250021,China;Department of Ophthalmology,The Forth Hospital of Harbin Medical university,Harbin 150001,China;Department of Ophthalmology,The Affiliated Hospital of Chengde Medical College,Chengde,Hebei 067020,China;Department of Ophthalmology,Beijing Luhe Hospital,Capital Medical University,Beijing 101199,China;Department of Ophthalmology,The First People’s Hospital of Pingdingshan,Pingdingshan,Henan 467099,China;Department of Ophthalmology,The First People’s Hospital of Xianyang,Xianyang,Shaanxi 712099,China)

机构地区：[1]中国医学科学院北京协和医学院北京协和医院眼科中国医学科学院眼底病重点实验室,北京100730 [2]中日友好医院眼科,北京100029 [3]西安市第一医院眼科,西安710002 [4]苏州大学附属第一医院眼科,江苏苏州215006 [5]天津医科大学总医院眼科,天津300052 [6]山西医科大学第一医院眼科,太原030001 [7]山东第一医科大学第二附属医院眼科,山东泰安271016 [8]徐州医科大学附属医院眼科,江苏徐州221004 [9]潍坊医学院附属医院眼科中心,山东潍坊261035 [10]山东第一医科大学附属眼科医院(山东省眼科医院),济南250021 [11]哈尔滨医科大学附属第四医院眼科,哈尔滨150001 [12]承德医学院附属医院眼科,河北承德067020 [13]北京市通州区潞河医院眼科,北京101199 [14]平顶山市第一人民医院眼科,河南平顶山467099 [15]咸阳市第一人民医院眼科,陕西咸阳712099

出　　处：《协和医学杂志》2021年第5期684-688,共5页Medical Journal of Peking Union Medical College Hospital

基　　金：中国医学科学院中央级公益性科研院所基本科研业务经费(2018PT32029);中国医学科学院医学与健康科技创新工程(2018-I2M-AI-001);北京市科委医药协同科技创新研究项目(Z191100007719002);北京自然科学基金-海淀原始创新联合基金(L192062);北京自然科学基金-京津冀基础研究合作专项(J200006)。

摘　　要：近年来,随着人工智能技术的兴起,世界范围内对于眼底病尤其是糖尿病视网膜病变的人工智能识别研究越来越多,但不同人工智能识别软件准确度的验证与比较问题尚未解决。本文对北京协和医院眼科在建立1.5万张糖尿病视网膜病变眼底彩照人工智能研究标准数据库的过程中所遵循的规范进行阐述,以期为后续眼科以及其他相关学科建立更多的相关数据库提供参考。With the development of artificial intelligence technology,explosive research on the recognition of retina diseases with artificial intelligence was published worldwide,among which,diabetic retinopathy attracted most attention.However,evaluation of different artificial intelligence software remains a problem.The Department of Ophthalmology,Peking Union Medical College Hospital published the first standard well-annotated color photo database of diabetic retinopathy for artificial intelligence research in China.We herein present the procedures for the establishment of the database and aim to provide reference for the future development of similar databases.

关 键 词：糖尿病视网膜病变 人工智能 标注 数据库 标准流程 

分 类 号：R77[医药卫生—眼科] TP18[医药卫生—临床医学]