CN114494734A - 基于眼底图像的病变检测方法、装置、设备及存储介质 - Google Patents

基于眼底图像的病变检测方法、装置、设备及存储介质 Download PDF

Info

Publication number
CN114494734A
CN114494734A CN202210073516.3A CN202210073516A CN114494734A CN 114494734 A CN114494734 A CN 114494734A CN 202210073516 A CN202210073516 A CN 202210073516A CN 114494734 A CN114494734 A CN 114494734A
Authority
CN
China
Prior art keywords
image
fundus
network
acquiring
feature
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN202210073516.3A
Other languages
English (en)
Chinese (zh)
Inventor
郑喜民
王天誉
舒畅
陈又新
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Ping An Technology Shenzhen Co Ltd
Original Assignee
Ping An Technology Shenzhen Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Ping An Technology Shenzhen Co Ltd filed Critical Ping An Technology Shenzhen Co Ltd
Priority to CN202210073516.3A priority Critical patent/CN114494734A/zh
Priority to PCT/CN2022/090164 priority patent/WO2023137904A1/fr
Publication of CN114494734A publication Critical patent/CN114494734A/zh
Pending legal-status Critical Current

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G06F18/253—Fusion techniques of extracted features
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G06T2207/10101—Optical tomography; Optical coherence tomography [OCT]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30041—Eye; Retina; Ophthalmic

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Evolutionary Biology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Biophysics (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Public Health (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Quality & Reliability (AREA)
  • Eye Examination Apparatus (AREA)
CN202210073516.3A 2022-01-21 2022-01-21 基于眼底图像的病变检测方法、装置、设备及存储介质 Pending CN114494734A (zh)

Priority Applications (2)

Application Number Priority Date Filing Date Title
CN202210073516.3A CN114494734A (zh) 2022-01-21 2022-01-21 基于眼底图像的病变检测方法、装置、设备及存储介质
PCT/CN2022/090164 WO2023137904A1 (fr) 2022-01-21 2022-04-29 Procédé et appareil de détection de lésion basée sur une image de fond d'œil, dispositif, et support de stockage

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202210073516.3A CN114494734A (zh) 2022-01-21 2022-01-21 基于眼底图像的病变检测方法、装置、设备及存储介质

Publications (1)

Publication Number Publication Date
CN114494734A true CN114494734A (zh) 2022-05-13

Family

ID=81472176

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202210073516.3A Pending CN114494734A (zh) 2022-01-21 2022-01-21 基于眼底图像的病变检测方法、装置、设备及存储介质

Country Status (2)

Country Link
CN (1) CN114494734A (fr)
WO (1) WO2023137904A1 (fr)

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20190191988A1 (en) * 2016-09-02 2019-06-27 Spect Inc. Screening method for automated detection of vision-degenerative diseases from color fundus images
CN110021009A (zh) * 2019-01-18 2019-07-16 平安科技（深圳）有限公司 一种评估眼底图像质量的方法、装置及存储介质
CN110766656A (zh) * 2019-09-19 2020-02-07 平安科技（深圳）有限公司 筛查眼底黄斑区异常的方法、装置、设备和存储介质
CN112446860A (zh) * 2020-11-23 2021-03-05 中山大学中山眼科中心 一种基于迁移学习的糖尿病黄斑水肿自动筛查方法
CN112884729A (zh) * 2021-02-04 2021-06-01 北京邮电大学 基于双模态深度学习的眼底疾病辅助诊断方法和装置
CN112883962A (zh) * 2021-01-29 2021-06-01 北京百度网讯科技有限公司 眼底图像识别方法、装置、设备、存储介质以及程序产品
CN112991343A (zh) * 2021-04-30 2021-06-18 北京至真互联网技术有限公司 眼底图像黄斑区域的识别检测方法和装置及设备

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11074495B2 (en) * 2013-02-28 2021-07-27 Z Advanced Computing, Inc. (Zac) System and method for extremely efficient image and pattern recognition and artificial intelligence platform
CN113011485B (zh) * 2021-03-12 2023-04-07 北京邮电大学 多模态多病种长尾分布眼科疾病分类模型训练方法和装置

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20190191988A1 (en) * 2016-09-02 2019-06-27 Spect Inc. Screening method for automated detection of vision-degenerative diseases from color fundus images
CN110021009A (zh) * 2019-01-18 2019-07-16 平安科技（深圳）有限公司 一种评估眼底图像质量的方法、装置及存储介质
CN110766656A (zh) * 2019-09-19 2020-02-07 平安科技（深圳）有限公司 筛查眼底黄斑区异常的方法、装置、设备和存储介质
CN112446860A (zh) * 2020-11-23 2021-03-05 中山大学中山眼科中心 一种基于迁移学习的糖尿病黄斑水肿自动筛查方法
CN112883962A (zh) * 2021-01-29 2021-06-01 北京百度网讯科技有限公司 眼底图像识别方法、装置、设备、存储介质以及程序产品
CN112884729A (zh) * 2021-02-04 2021-06-01 北京邮电大学 基于双模态深度学习的眼底疾病辅助诊断方法和装置
CN112991343A (zh) * 2021-04-30 2021-06-18 北京至真互联网技术有限公司 眼底图像黄斑区域的识别检测方法和装置及设备

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
刘建成: "《临床常见五官科疾病诊治》", 31 August 2021, 江西科学技术出版社, pages: 79 - 82 *

Also Published As

Publication number Publication date
WO2023137904A1 (fr) 2023-07-27

Similar Documents

Publication Publication Date Title
CN110796161A (zh) 识别模型训练、眼底特征的识别方法、装置、设备及介质
EP3373798B1 (fr) Procédé et système de classification de papille de nerf optique
CN108022251B (zh) 一种管状结构的中心线的提取方法及系统
CN110889826B (zh) 眼部oct图像病灶区域的分割方法、装置及终端设备
JP2021513167A (ja) 画像認識方法、記憶媒体及びコンピュータ装置
CN110263755B (zh) 眼底图像识别模型训练方法、眼底图像识别方法和设备
CN112017185A (zh) 病灶分割方法、装置及存储介质
EP4099267A1 (fr) Procédé et appareil de traitement d'images pathologiques basés sur l'intelligence artificielle, dispositif électronique, et support de stockage
CN110443254B (zh) 图像中金属区域的检测方法、装置、设备和存储介质
CN110428421A (zh) 黄斑图像区域分割方法和设备
CN113012155A (zh) 髋关节图像中骨骼分割方法、电子设备及存储介质
CN110310723A (zh) 骨骼图像处理方法、电子设备及存储介质
CN112464809A (zh) 一种人脸关键点检测方法、装置、电子设备及存储介质
CN111986202B (zh) 青光眼辅助诊断装置、方法及存储介质
CN111340087A (zh) 图像识别方法、装置、计算机可读存储介质和计算机设备
CN111695616A (zh) 基于多模态数据的病灶分类方法及相关产品
CN111008643A (zh) 基于半监督学习的图片分类方法、装置和计算机设备
CN113610842B (zh) 基于CAS-Net的OCT图像视网膜脱离和劈裂自动分割方法
CN111833334A (zh) 一种基于孪生网络架构的眼底影像特征处理分析方法
CN117058676B (zh) 一种基于眼底检查影像的血管分割方法、装置和系统
CN111028218A (zh) 眼底图像质量判定模型训练方法、装置和计算机设备
CN110543823A (zh) 基于残差网络的行人再识别方法、装置和计算机设备
CN113658165A (zh) 杯盘比确定方法、装置、设备及存储介质
WO2019073962A1 (fr) Dispositif et programme de traitement d'images
CN117764957A (zh) 基于人工神经网络的青光眼图像特征提取的训练系统

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination