CN108577803A - 基于机器学习的眼底图像检测方法、装置及系统 - Google Patents
基于机器学习的眼底图像检测方法、装置及系统 Download PDFInfo
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- CN108577803A CN108577803A CN201810387484.8A CN201810387484A CN108577803A CN 108577803 A CN108577803 A CN 108577803A CN 201810387484 A CN201810387484 A CN 201810387484A CN 108577803 A CN108577803 A CN 108577803A
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B3/00—Apparatus for testing the eyes; Instruments for examining the eyes
- A61B3/10—Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
- A61B3/14—Arrangements specially adapted for eye photography
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B3/00—Apparatus for testing the eyes; Instruments for examining the eyes
- A61B3/10—Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
- A61B3/12—Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for looking at the eye fundus, e.g. ophthalmoscopes
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/46—Descriptors for shape, contour or point-related descriptors, e.g. scale invariant feature transform [SIFT] or bags of words [BoW]; Salient regional features
- G06V10/462—Salient features, e.g. scale invariant feature transforms [SIFT]
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/46—Descriptors for shape, contour or point-related descriptors, e.g. scale invariant feature transform [SIFT] or bags of words [BoW]; Salient regional features
- G06V10/462—Salient features, e.g. scale invariant feature transforms [SIFT]
- G06V10/464—Salient features, e.g. scale invariant feature transforms [SIFT] using a plurality of salient features, e.g. bag-of-words [BoW] representations
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
- G06V30/10—Character recognition
- G06V30/18—Extraction of features or characteristics of the image
- G06V30/18143—Extracting features based on salient regional features, e.g. scale invariant feature transform [SIFT] keypoints
- G06V30/18152—Extracting features based on a plurality of salient regional features, e.g. "bag of words"
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/18—Eye characteristics, e.g. of the iris
- G06V40/193—Preprocessing; Feature extraction
Abstract
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CN201810387484.8A CN108577803B (zh) | 2018-04-26 | 2018-04-26 | 基于机器学习的眼底图像检测方法、装置及系统 |
EP19792203.2A EP3785603B1 (en) | 2018-04-26 | 2019-04-25 | Machine learning-based fundus image detection method, apparatus, and system |
PCT/CN2019/084210 WO2019206209A1 (zh) | 2018-04-26 | 2019-04-25 | 基于机器学习的眼底图像检测方法、装置及系统 |
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CN201810387484.8A CN108577803B (zh) | 2018-04-26 | 2018-04-26 | 基于机器学习的眼底图像检测方法、装置及系统 |
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CN108577803A true CN108577803A (zh) | 2018-09-28 |
CN108577803B CN108577803B (zh) | 2020-09-01 |
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CN (1) | CN108577803B (zh) |
WO (1) | WO2019206209A1 (zh) |
Cited By (9)
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CN109528155A (zh) * | 2018-11-19 | 2019-03-29 | 复旦大学附属眼耳鼻喉科医院 | 一种适用于高度近视并发开角型青光眼的智能筛查系统及其建立方法 |
CN109859836A (zh) * | 2019-01-15 | 2019-06-07 | 上海鹰瞳医疗科技有限公司 | 医疗图像识别方法和设备 |
CN109961848A (zh) * | 2019-04-02 | 2019-07-02 | 上海鹰瞳医疗科技有限公司 | 黄斑图像分类方法和设备 |
CN109993731A (zh) * | 2019-03-22 | 2019-07-09 | 依未科技(北京)有限公司 | 一种眼底病变分析方法及装置 |
CN110021052A (zh) * | 2019-04-11 | 2019-07-16 | 北京百度网讯科技有限公司 | 用于生成眼底图像生成模型的方法和装置 |
WO2019206209A1 (zh) * | 2018-04-26 | 2019-10-31 | 上海鹰瞳医疗科技有限公司 | 基于机器学习的眼底图像检测方法、装置及系统 |
CN110428421A (zh) * | 2019-04-02 | 2019-11-08 | 上海鹰瞳医疗科技有限公司 | 黄斑图像区域分割方法和设备 |
CN111374632A (zh) * | 2018-12-29 | 2020-07-07 | 张国明 | 视网膜病变检测方法、装置及计算机可读存储介质 |
CN112190227A (zh) * | 2020-10-14 | 2021-01-08 | 上海鹰瞳医疗科技有限公司 | 眼底相机及其使用状态检测方法 |
Families Citing this family (6)
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CN111291667A (zh) * | 2020-01-22 | 2020-06-16 | 上海交通大学 | 细胞视野图的异常检测方法及存储介质 |
CN111696100A (zh) * | 2020-06-17 | 2020-09-22 | 上海鹰瞳医疗科技有限公司 | 基于眼底影像确定吸烟程度的方法及设备 |
CN112905828B (zh) * | 2021-03-18 | 2023-06-16 | 西北大学 | 一种结合显著特征的图像检索器、数据库及检索方法 |
CN113361487A (zh) * | 2021-07-09 | 2021-09-07 | 无锡时代天使医疗器械科技有限公司 | 异物检测方法、装置、设备及计算机可读存储介质 |
CN114494195A (zh) * | 2022-01-26 | 2022-05-13 | 南通大学 | 用于眼底图像分类的小样本注意力机制并行孪生方法 |
CN117372284B (zh) * | 2023-12-04 | 2024-02-23 | 江苏富翰医疗产业发展有限公司 | 眼底图像处理方法及系统 |
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Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
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WO2019206209A1 (zh) * | 2018-04-26 | 2019-10-31 | 上海鹰瞳医疗科技有限公司 | 基于机器学习的眼底图像检测方法、装置及系统 |
CN109528155A (zh) * | 2018-11-19 | 2019-03-29 | 复旦大学附属眼耳鼻喉科医院 | 一种适用于高度近视并发开角型青光眼的智能筛查系统及其建立方法 |
CN111374632A (zh) * | 2018-12-29 | 2020-07-07 | 张国明 | 视网膜病变检测方法、装置及计算机可读存储介质 |
CN109859836A (zh) * | 2019-01-15 | 2019-06-07 | 上海鹰瞳医疗科技有限公司 | 医疗图像识别方法和设备 |
CN109859836B (zh) * | 2019-01-15 | 2022-03-22 | 上海鹰瞳医疗科技有限公司 | 医疗图像识别方法和设备 |
CN109993731A (zh) * | 2019-03-22 | 2019-07-09 | 依未科技(北京)有限公司 | 一种眼底病变分析方法及装置 |
CN109961848A (zh) * | 2019-04-02 | 2019-07-02 | 上海鹰瞳医疗科技有限公司 | 黄斑图像分类方法和设备 |
CN110428421A (zh) * | 2019-04-02 | 2019-11-08 | 上海鹰瞳医疗科技有限公司 | 黄斑图像区域分割方法和设备 |
CN109961848B (zh) * | 2019-04-02 | 2022-03-22 | 北京鹰瞳科技发展股份有限公司 | 黄斑图像分类方法和设备 |
CN110021052A (zh) * | 2019-04-11 | 2019-07-16 | 北京百度网讯科技有限公司 | 用于生成眼底图像生成模型的方法和装置 |
CN112190227A (zh) * | 2020-10-14 | 2021-01-08 | 上海鹰瞳医疗科技有限公司 | 眼底相机及其使用状态检测方法 |
Also Published As
Publication number | Publication date |
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WO2019206209A1 (zh) | 2019-10-31 |
EP3785603A1 (en) | 2021-03-03 |
CN108577803B (zh) | 2020-09-01 |
EP3785603A4 (en) | 2021-06-23 |
EP3785603B1 (en) | 2023-08-02 |
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Inventor after: Zhang Dalei Inventor after: Xiong Jianhao Inventor after: Zhao Xin Inventor after: Ma Yongpei Inventor after: Li Shulei Inventor before: Xiong Jianhao Inventor before: Zhao Xin Inventor before: Ma Yongpei Inventor before: Li Shulei |
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Effective date of registration: 20220805 Address after: Room 21, floor 4, building 2, yard a 2, North West Third Ring Road, Haidian District, Beijing 100083 Patentee after: Beijing Yingtong Technology Development Co.,Ltd. Patentee after: SHANGHAI EAGLEVISION MEDICAL TECHNOLOGY Co.,Ltd. Address before: 200030 room 01, 8 building, 1 Yizhou Road, Xuhui District, Shanghai, 180 Patentee before: SHANGHAI EAGLEVISION MEDICAL TECHNOLOGY Co.,Ltd. |