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    • 4. 发明申请
    • Method and system for the diagnosis of disease using retinal image content and an archive of diagnosed human patient data
    • 用于使用视网膜图像内容诊断疾病的诊断方法和系统以及诊断的人类患者数据的归档
    • US20070258630A1
    • 2007-11-08
    • US11416834
    • 2006-05-03
    • Kenneth TobinThomas KarnowskiEdward Chaum
    • Kenneth TobinThomas KarnowskiEdward Chaum
    • G06K9/00A61B3/00
    • G06K9/0061A61B3/12G06K9/00617
    • A method for diagnosing diseases having retinal manifestations including retinal pathologies includes the steps of providing a CBIR system including an archive of stored digital retinal photography images and diagnosed patient data corresponding to the retinal photography images, the stored images each indexed in a CBIR database using a plurality of feature vectors, the feature vectors corresponding to distinct descriptive characteristics of the stored images. A query image of the retina of a patient is obtained. Using image processing, regions or structures in the query image are identified. The regions or structures are then described using the plurality of feature vectors. At least one relevant stored image from the archive based on similarity to the regions or structures is retrieved, and an eye disease or a disease having retinal manifestations in the patient is diagnosed based on the diagnosed patient data associated with the relevant stored image(s).
    • 用于诊断具有视网膜表现的疾病(包括视网膜病变)的方法包括以下步骤:提供CBIR系统,其包括存储的数字视网膜摄影图像的存档和与视网膜摄影图像相对应的诊断的患者数据,所存储的图像每个索引在CBIR数据库中,使用 多个特征向量,对应于所存储图像的不同描述特征的特征向量。 获得患者视网膜的查询图像。 使用图像处理,识别查询图像中的区域或结构。 然后使用多个特征向量来描述区域或结构。 基于与区域或结构的相似性,归档归档中的至少一个相关的存储图像,并且基于与相关的存储图像相关联的诊断的患者数据来诊断眼病或患者中具有视网膜表现的疾病, 。
    • 7. 发明授权
    • Method and system for the diagnosis of disease using retinal image content and an archive of diagnosed human patient data
    • 用于使用视网膜图像内容诊断疾病的诊断方法和系统以及诊断的人类患者数据的归档
    • US08243999B2
    • 2012-08-14
    • US11416834
    • 2006-05-03
    • Kenneth William Tobin, Jr.Thomas P. KarnowskiEdward Chaum
    • Kenneth William Tobin, Jr.Thomas P. KarnowskiEdward Chaum
    • G06K9/00
    • G06K9/0061A61B3/12G06K9/00617
    • A method for diagnosing diseases having retinal manifestations including retinal pathologies includes the steps of providing a CBIR system including an archive of stored digital retinal photography images and diagnosed patient data corresponding to the retinal photography images, the stored images each indexed in a CBIR database using a plurality of feature vectors, the feature vectors corresponding to distinct descriptive characteristics of the stored images. A query image of the retina of a patient is obtained. Using image processing, regions or structures in the query image are identified. The regions or structures are then described using the plurality of feature vectors. At least one relevant stored image from the archive based on similarity to the regions or structures is retrieved, and an eye disease or a disease having retinal manifestations in the patient is diagnosed based on the diagnosed patient data associated with the relevant stored image(s).
    • 用于诊断具有视网膜表现的疾病(包括视网膜病变)的方法包括以下步骤:提供CBIR系统,其包括存储的数字视网膜摄影图像的存档和与视网膜摄影图像相对应的诊断的患者数据,所存储的图像每个索引在CBIR数据库中,使用 多个特征向量,对应于所存储图像的不同描述特征的特征向量。 获得患者视网膜的查询图像。 使用图像处理,识别查询图像中的区域或结构。 然后使用多个特征向量来描述区域或结构。 基于与区域或结构的相似性,归档归档中的至少一个相关的存储图像,并且基于与相关的存储图像相关联的诊断的患者数据来诊断眼病或患者中具有视网膜表现的疾病, 。
    • 9. 发明授权
    • Method and system for the diagnosis of disease using retinal image content and an archive of diagnosed human patient data
    • 用于使用视网膜图像内容诊断疾病的诊断方法和系统以及诊断的人类患者数据的归档
    • US08503749B2
    • 2013-08-06
    • US13471720
    • 2012-05-15
    • Kenneth W. TobinThomas P. KarnowskiEdward Chaum
    • Kenneth W. TobinThomas P. KarnowskiEdward Chaum
    • G06K9/00
    • G06K9/0061A61B3/12G06K9/00617
    • A method for diagnosing diseases having retinal manifestations including retinal pathologies includes the steps of providing a CBIR system including an archive of stored digital retinal photography images and diagnosed patient data corresponding to the retinal photography images, the stored images each indexed in a CBIR database using a plurality of feature vectors, the feature vectors corresponding to distinct descriptive characteristics of the stored images. A query image of the retina of a patient is obtained. Using image processing, regions or structures in the query image are identified. The regions or structures are then described using the plurality of feature vectors. At least one relevant stored image from the archive based on similarity to the regions or structures is retrieved, and an eye disease or a disease having retinal manifestations in the patient is diagnosed based on the diagnosed patient data associated with the relevant stored image(s).
    • 用于诊断具有视网膜表现的疾病(包括视网膜病变)的方法包括以下步骤:提供CBIR系统,其包括存储的数字视网膜摄影图像的存档和与视网膜摄影图像相对应的诊断的患者数据,所存储的图像每个索引在CBIR数据库中,使用 多个特征向量,对应于所存储图像的不同描述特征的特征向量。 获得患者视网膜的查询图像。 使用图像处理,识别查询图像中的区域或结构。 然后使用多个特征向量来描述区域或结构。 基于与区域或结构的相似性,归档归档中的至少一个相关的存储图像,并且基于与相关的存储图像相关联的诊断的患者数据来诊断眼病或患者中具有视网膜表现的疾病, 。
    • 10. 发明申请
    • METHOD AND SYSTEM FOR THE DIAGNOSIS OF DISEASE USING RETINAL IMAGE CONTENT AND AN ARCHIVE OF DIAGNOSED HUMAN PATIENT DATA
    • 使用后期图像内容诊断疾病的方法和系统和诊断人类患者数据的存档
    • US20120237096A1
    • 2012-09-20
    • US13471720
    • 2012-05-15
    • KENNETH WILLIAM TOBINTHOMAS P. KARNOWSKIEDWARD CHAUM
    • KENNETH WILLIAM TOBINTHOMAS P. KARNOWSKIEDWARD CHAUM
    • G06K9/00
    • G06K9/0061A61B3/12G06K9/00617
    • A method for diagnosing diseases having retinal manifestations including retinal pathologies includes the steps of providing a CBIR system including an archive of stored digital retinal photography images and diagnosed patient data corresponding to the retinal photography images, the stored images each indexed in a CBIR database using a plurality of feature vectors, the feature vectors corresponding to distinct descriptive characteristics of the stored images. A query image of the retina of a patient is obtained. Using image processing, regions or structures in the query image are identified. The regions or structures are then described using the plurality of feature vectors. At least one relevant stored image from the archive based on similarity to the regions or structures is retrieved, and an eye disease or a disease having retinal manifestations in the patient is diagnosed based on the diagnosed patient data associated with the relevant stored image(s).
    • 用于诊断具有视网膜表现的疾病(包括视网膜病变)的方法包括以下步骤:提供CBIR系统,其包括存储的数字视网膜摄影图像的存档和与视网膜摄影图像相对应的诊断的患者数据,所存储的图像每个索引在CBIR数据库中,使用 多个特征向量,对应于所存储图像的不同描述特征的特征向量。 获得患者视网膜的查询图像。 使用图像处理,识别查询图像中的区域或结构。 然后使用多个特征向量来描述区域或结构。 基于与区域或结构的相似性,归档归档中的至少一个相关的存储图像,并且基于与相关的存储图像相关联的诊断的患者数据来诊断眼病或患者中具有视网膜表现的疾病, 。