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

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 rem...

Full description

Bibliographic Details
Main Authors: 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
Format: Article
Language:zho
Published: Editorial Office of Medical Journal of Peking Union Medical College Hospital 2021-09-01
Series:Xiehe Yixue Zazhi
Subjects:
Online Access:https://xhyxzz.pumch.cn/en/article/doi/10.12290/xhyxzz.2021-0613
_version_ 1818744114011701248
author 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
author_facet 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
author_sort YU Weihong
collection DOAJ
description 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.
first_indexed 2024-12-18T02:39:09Z
format Article
id doaj.art-7366f88a5fdf4932b350d66966811792
institution Directory Open Access Journal
issn 1674-9081
language zho
last_indexed 2024-12-18T02:39:09Z
publishDate 2021-09-01
publisher Editorial Office of Medical Journal of Peking Union Medical College Hospital
record_format Article
series Xiehe Yixue Zazhi
spelling doaj.art-7366f88a5fdf4932b350d669668117922022-12-21T21:23:43ZzhoEditorial Office of Medical Journal of Peking Union Medical College HospitalXiehe Yixue Zazhi1674-90812021-09-0112568468810.12290/xhyxzz.2021-0613Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence ResearchYU Weihong0ZHANG Xiao1WU Chan2CHEN Huan3YANG Zhikun4HE Feng5ZHANG Zhiqiao6ZHANG Bilei7GONG Di8WANG Yuelin9YANG Jingyuan10LI Bing11SUN Yanyuan12MA Yajing13LU Huiqin14XIA Wei15ZHOU Wei16ZHANG Donglei17PAN Qingmin18YANG Ning19WANG Shuna20SUN Xiaolei21YU Ying22SU Chang23WAN Bo24WANG Mingqi25WANG Min26CHEN Youxin27Key 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaDepartment of Ophthalmology, China-Japan Friendship Hospital, Beijing 100029, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaKey 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, ChinaDepartment of Ophthalmology, Xi'an NO.1 Hospital, Xi'an 710002, ChinaDepartment of Ophthalmology, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215006, ChinaDepartment of Ophthalmology, Tianjin Medical University General Hospital, Tianjin 300052, ChinaDepartment of Ophthalmology, The First Hospital of Shanxi Medical University, Taiyuan 030001, ChinaDepartment of Ophthalmology, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, Shandong 271016, ChinaDepartment of Ophthalmology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu 221004, ChinaOphthalmology Center, Affiliated Hospital of Weifang Medical College, Weifang, Shandong 261035, ChinaEye Hospital of Shandong First Medical University, Jinan 250021, ChinaDepartment of Ophthalmology, The Forth Hospital of Harbin Medical university, Harbin 150001, ChinaDepartment of Ophthalmology, The Affiliated Hospital of Chengde Medical College, Chengde, Hebei 067020, ChinaDepartment of Ophthalmology, Beijing Luhe Hospital, Capital Medical University, Beijing 101199, ChinaDepartment of Ophthalmology, The First People's Hospital of Pingdingshan, Pingdingshan, Henan 467099, ChinaDepartment of Ophthalmology, The First People's Hospital of Xianyang, Xianyang, Shaanxi 712099, ChinaKey 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, ChinaWith 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.https://xhyxzz.pumch.cn/en/article/doi/10.12290/xhyxzz.2021-0613diabetic retinopathyartificial intelligenceannotationdatabasestandard procedure
spellingShingle 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
Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research
Xiehe Yixue Zazhi
diabetic retinopathy
artificial intelligence
annotation
database
standard procedure
title Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research
title_full Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research
title_fullStr Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research
title_full_unstemmed Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research
title_short Procedures of Establishing a Well-annotated Database of Color Fundus Photography of Diabetic Retinopathy for Artificial Intelligence Research
title_sort procedures of establishing a well annotated database of color fundus photography of diabetic retinopathy for artificial intelligence research
topic diabetic retinopathy
artificial intelligence
annotation
database
standard procedure
url https://xhyxzz.pumch.cn/en/article/doi/10.12290/xhyxzz.2021-0613
work_keys_str_mv AT yuweihong proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT zhangxiao proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT wuchan proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT chenhuan proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT yangzhikun proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT hefeng proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT zhangzhiqiao proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT zhangbilei proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT gongdi proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT wangyuelin proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT yangjingyuan proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT libing proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT sunyanyuan proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT mayajing proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT luhuiqin proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT xiawei proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT zhouwei proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT zhangdonglei proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT panqingmin proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT yangning proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT wangshuna proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT sunxiaolei proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT yuying proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT suchang proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT wanbo proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT wangmingqi proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT wangmin proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch
AT chenyouxin proceduresofestablishingawellannotateddatabaseofcolorfundusphotographyofdiabeticretinopathyforartificialintelligenceresearch