Modeling method and apparatus for diagnosing ophthalmic disease based on artificial intelligence, and storage medium

Patent №

US 11,636,340

Granted

2023-04-25

Filed 2020

Owner

BGI SHENZHEN

+1 more

Lab

AI components

5

ml · nlp · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16967087

The present disclosure proposes a modeling method and apparatus for diagnosing an ophthalmic disease based on artificial intelligence, and a storage medium. The modeling method includes: establishing a data collection of ophthalmic images and a data collection of non-image ophthalmic disease diagnosis questionnaires; training a first neural network model by employing the data collection of the ophthalmic images to obtain a first classification model; training a second classification model by employing the data collection of non-image ophthalmic disease diagnosis questionnaires; and merging the first classification model and the second classification model to obtain a target classification network model, in which, a test result outputted by the target classification network model is used as a diagnosis result of the ophthalmic disease.

Machine learningNatural languageVisionPlanningAI hardwareG06N 3/08A61B 3/12A61B 3/14G06F 18/214G06F 18/2178G06F 18/25G06N 3/045G06N 3/0455+16 more

AI classification

Machine learning1.00
Vision1.00
AI hardware1.00
Natural language0.92
Planning0.86
Knowledge representation0.30
Evolutionary computation0.02
Speech0.00

Ownership

BGI SHENZHEN

assignment · 541960428

EYE, EAR, NOSE, AND THROAT HOSPITAL OF FUDAN UNIVERSITY

assignment · 541960428

Assignors

WANG, WEI, XU, RUIQI, CHEN, WENBIN, NI, YONG, WANG, LILI, HONG, JIAXU, CHENG, JINGYI, TIAN, LIJIA, GUO, YOUWEN, HE, WEI, LIU, YUXUAN, LI, SHUANGSHUANG, +3 more

On an employer assignment, the assignors are typically the inventors.

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