{"id":211,"date":"2021-07-28T09:33:15","date_gmt":"2021-07-28T09:33:15","guid":{"rendered":"http:\/\/eocdiagnosis.com\/?page_id=211"},"modified":"2021-07-28T09:33:15","modified_gmt":"2021-07-28T09:33:15","slug":"our-technology","status":"publish","type":"page","link":"http:\/\/eocdiagnosis.com\/our-technology\/","title":{"rendered":"Our Technology"},"content":{"rendered":"<p><b>Image pre-processing: <\/b>We used a 2D Gaussian filter to generate fuzzy ground truth.<\/p>\n<p><b>Deep Learning Network Architecture: <\/b>We developed a deep learning U-Net Convolutional Neural Network (CNN) followed by binary classifier to delineate the nucleus and detect the tumor malignancy. Next, we develop a Convolutional Neural Network model (U-Net Network Architecture) to analyze image dataset and detect nucleus.<\/p>\n<p><b>The final module of the pipeline is classification of the generated nucleus patches into two classes of cancer and healthy. <\/b><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-213\" src=\"http:\/\/eocdiagnosis.com\/wp-content\/uploads\/2021\/07\/3333-300x145.png\" alt=\"\" width=\"974\" height=\"471\" srcset=\"http:\/\/eocdiagnosis.com\/wp-content\/uploads\/2021\/07\/3333-300x145.png 300w, http:\/\/eocdiagnosis.com\/wp-content\/uploads\/2021\/07\/3333-1024x494.png 1024w, http:\/\/eocdiagnosis.com\/wp-content\/uploads\/2021\/07\/3333-768x371.png 768w, http:\/\/eocdiagnosis.com\/wp-content\/uploads\/2021\/07\/3333-600x289.png 600w, http:\/\/eocdiagnosis.com\/wp-content\/uploads\/2021\/07\/3333.png 1140w\" sizes=\"auto, (max-width: 974px) 100vw, 974px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Image pre-processing: We used a 2D Gaussian filter to generate fuzzy ground truth. Deep Learning Network Architecture: We developed a deep learning U-Net Convolutional Neural Network (CNN) followed by binary classifier to delineate the nucleus and detect the tumor malignancy. Next, we develop a Convolutional Neural Network model (U-Net Network Architecture) to analyze image dataset [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-211","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/pages\/211","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/comments?post=211"}],"version-history":[{"count":1,"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/pages\/211\/revisions"}],"predecessor-version":[{"id":214,"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/pages\/211\/revisions\/214"}],"wp:attachment":[{"href":"http:\/\/eocdiagnosis.com\/wp-json\/wp\/v2\/media?parent=211"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}