Title:
ARTIFICIAL INTELLIGENCE-BASED OPHTHALMIC DISEASE DIAGNOSTIC MODELING METHOD, APPARATUS, AND SYSTEM
Document Type and Number:
WIPO Patent Application WO/2019/200535
Kind Code:
A1
Abstract:
An artificial intelligence-based ophthalmic disease diagnostic modeling method, apparatus and system. The method comprises: establishing an ophthalmic image data set and a non-image ophthalmic disease diagnostic questionnaire data set (S101); training a first neural network model using the ophthalmic image data set to obtain a first classification model (S102); training a second classification model using the non-image ophthalmic disease diagnostic questionnaire data set (S103); and merging the first classification model and the second classification model to obtain a target classification network model and using a test result output on the basis of the target classification network model as a diagnostic result obtained by diagnosing an ophthalmic disease (S104). The present method can assist in ophthalmic diagnosis by combining clinical and ophthalmic images and personal information of a patient, so that the artificial intelligence technology can better assist in the ophthalmic diseases diagnostic modeling, thereby effectively improving the level of intelligence and the accuracy of diagnostic modeling of all ophthalmic diseases and improving the diagnostic effect.
Inventors:
LIU XIAOQING (CN)
HONG JIAXU (CN)
NI YONG (CN)
LI SHUANGSHUANG (CN)
WANG LILI (CN)
HE WEI (CN)
GUO YOUWEN (CN)
LIU YUXUAN (CN)
LIU YONG (CN)
WANG WEI (CN)
XU RUIQI (CN)
CHENG JINGYI (CN)
TIAN LIJIA (CN)
CHEN WENBIN (CN)
XU XUN (CN)
HONG JIAXU (CN)
NI YONG (CN)
LI SHUANGSHUANG (CN)
WANG LILI (CN)
HE WEI (CN)
GUO YOUWEN (CN)
LIU YUXUAN (CN)
LIU YONG (CN)
WANG WEI (CN)
XU RUIQI (CN)
CHENG JINGYI (CN)
TIAN LIJIA (CN)
CHEN WENBIN (CN)
XU XUN (CN)
Application Number:
PCT/CN2018/083393
Publication Date:
October 24, 2019
Filing Date:
April 17, 2018
Export Citation:
Assignee:
BGI SHENZHEN (CN)
EYE EAR NOSE AND THROAT HOSPITAL OF FUDAN UNIV (CN)
EYE EAR NOSE AND THROAT HOSPITAL OF FUDAN UNIV (CN)
International Classes:
G06N3/02; G06T7/00; G06V10/764; G06V10/80
Foreign References:
| CN107358606A | 2017-11-17 | |||
| US20160292856A1 | 2016-10-06 | |||
| CN107909621A | 2018-04-13 | |||
| CN107680683A | 2018-02-09 | |||
| CN106709254A | 2017-05-24 | |||
| EP3065086A1 | 2016-09-07 | |||
| CN106682389A | 2017-05-17 | |||
| CN107437092A | 2017-12-05 |
Attorney, Agent or Firm:
TSINGYIHUA INTELLECTUAL PROPERTY LLC (CN)
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