{"id":771,"date":"2021-04-17T21:52:35","date_gmt":"2021-04-17T21:52:35","guid":{"rendered":"https:\/\/aequip.it\/?post_type=articoli&#038;p=771"},"modified":"2021-04-19T09:31:21","modified_gmt":"2021-04-19T09:31:21","slug":"impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification","status":"publish","type":"articoli","link":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/","title":{"rendered":"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification"},"excerpt":{"rendered":"<p>Recently, deep learning has rapidly become the methodology of choice in digital pathology image analysis. However, due to the current challenges of digital pathology (color stain variability, large images, etc.), specific pre-processing steps are required to train a reliable deep learning model. <\/p>\n","protected":false},"featured_media":813,"template":"","class_list":["post-771","articoli","type-articoli","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification - Aequip<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification - Aequip\" \/>\n<meta property=\"og:description\" content=\"Recently, deep learning has rapidly become the methodology of choice in digital pathology image analysis. However, due to the current challenges of digital pathology (color stain variability, large images, etc.), specific pre-processing steps are required to train a reliable deep learning model.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/\" \/>\n<meta property=\"og:site_name\" content=\"Aequip\" \/>\n<meta property=\"article:modified_time\" content=\"2021-04-19T09:31:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aequip.it\/wp-content\/uploads\/2021\/04\/immagine-articolo-4.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"462\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/\",\"url\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/\",\"name\":\"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification - Aequip\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/aequip.it\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/immagine-articolo-4.jpg\",\"datePublished\":\"2021-04-17T21:52:35+00:00\",\"dateModified\":\"2021-04-19T09:31:21+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/#primaryimage\",\"url\":\"https:\\\/\\\/aequip.it\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/immagine-articolo-4.jpg\",\"contentUrl\":\"https:\\\/\\\/aequip.it\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/immagine-articolo-4.jpg\",\"width\":800,\"height\":462},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/articoli\\\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/aequip.it\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aequip.it\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/aequip.it\\\/en\\\/\",\"name\":\"Aequip\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aequip.it\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification - Aequip","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/","og_locale":"en_US","og_type":"article","og_title":"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification - Aequip","og_description":"Recently, deep learning has rapidly become the methodology of choice in digital pathology image analysis. However, due to the current challenges of digital pathology (color stain variability, large images, etc.), specific pre-processing steps are required to train a reliable deep learning model.","og_url":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/","og_site_name":"Aequip","article_modified_time":"2021-04-19T09:31:21+00:00","og_image":[{"width":800,"height":462,"url":"https:\/\/aequip.it\/wp-content\/uploads\/2021\/04\/immagine-articolo-4.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/","url":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/","name":"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification - Aequip","isPartOf":{"@id":"https:\/\/aequip.it\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/#primaryimage"},"image":{"@id":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/#primaryimage"},"thumbnailUrl":"https:\/\/aequip.it\/wp-content\/uploads\/2021\/04\/immagine-articolo-4.jpg","datePublished":"2021-04-17T21:52:35+00:00","dateModified":"2021-04-19T09:31:21+00:00","breadcrumb":{"@id":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/#primaryimage","url":"https:\/\/aequip.it\/wp-content\/uploads\/2021\/04\/immagine-articolo-4.jpg","contentUrl":"https:\/\/aequip.it\/wp-content\/uploads\/2021\/04\/immagine-articolo-4.jpg","width":800,"height":462},{"@type":"BreadcrumbList","@id":"https:\/\/aequip.it\/en\/articoli\/impact-of-stain-normalization-and-patch-selection-on-the-performance-of-convolutional-neural-networks-in-histological-breast-and-prostate-cancer-classification\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/aequip.it\/en\/"},{"@type":"ListItem","position":2,"name":"Impact of stain normalization and patch selection on the performance of convolutional neural networks in histological breast and prostate cancer classification"}]},{"@type":"WebSite","@id":"https:\/\/aequip.it\/en\/#website","url":"https:\/\/aequip.it\/en\/","name":"Aequip","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aequip.it\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/aequip.it\/en\/wp-json\/wp\/v2\/articoli\/771","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aequip.it\/en\/wp-json\/wp\/v2\/articoli"}],"about":[{"href":"https:\/\/aequip.it\/en\/wp-json\/wp\/v2\/types\/articoli"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aequip.it\/en\/wp-json\/wp\/v2\/media\/813"}],"wp:attachment":[{"href":"https:\/\/aequip.it\/en\/wp-json\/wp\/v2\/media?parent=771"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}