发明名称 AUTOMATED MACULAR PATHOLOGY DIAGNOSIS IN THREEDIMENSIONAL (3D) SPECTRAL DOMAIN OPTICAL COHERENCE TOMOGRAPHY (SD-OCT) IMAGES
摘要 Systems and methods of analyzing an optical coherence tomography image of a retina are discussed. A 2-dimensional slice of the image can be aligned to produce an approximately horizontal image of the retina and an edge map based at least in part on the aligned slice. Also, at least one global representation can be determined based on a (multi-scale) spatial division, such as multi-scale spatial pyramid, on the slice and/or edge map. Creating the local features is based on the specified cell structure of the global representation. The local features can be constructed based on local binary pattern (LBP)-based features. Additionally, a slice can be categorized into one or more categories via one or more classifiers (e.g., support vector machines). Each category can be associated with at least one ocular pathology, and classifying can be based on the constructed global descriptors, which can include the LBP-based local descriptors.
申请公布号 US2012184845(A1) 申请公布日期 2012.07.19
申请号 US201113294601 申请日期 2011.11.11
申请人 ISHIKAWA HIROSHI;WOLLSTEIN GADI;SCHUMAN JOEL S.;LIU YU-YING;REHG JAMES M.;CHEN MEI;UNIVERSITY OF PITTSBURGH - OF THE COMMONWEALTH SYSTEM OF HIGHER EDUCATION 发明人 ISHIKAWA HIROSHI;WOLLSTEIN GADI;SCHUMAN JOEL S.;LIU YU-YING;REHG JAMES M.;CHEN MEI
分类号 A61B3/14;G06K9/00 主分类号 A61B3/14
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