{"id":58626,"date":"2018-12-11T18:01:03","date_gmt":"2018-12-11T17:01:03","guid":{"rendered":"https:\/\/www.serimag.com\/blog\/improving-our-technology-to-increase-automation\/"},"modified":"2019-03-14T17:38:59","modified_gmt":"2019-03-14T16:38:59","slug":"improving-our-technology-to-increase-automation","status":"publish","type":"post","link":"https:\/\/serimagmedia.com\/en\/improving-our-technology-to-increase-automation\/","title":{"rendered":"Improving our technology to increase automation"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jt48akd0-21d1e20da295aa6655975fbf86eaa3ce\">\n.avia-section.av-jt48akd0-21d1e20da295aa6655975fbf86eaa3ce{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/serimagmedia.com\/wp-content\/uploads\/2018\/12\/portada-redes-neuronales.jpg);\nbackground-position:50% 50%;\nbackground-attachment:scroll;\n}\n.avia-section.av-jt48akd0-21d1e20da295aa6655975fbf86eaa3ce .av-section-color-overlay{\nopacity:0.8;\nbackground-color:#73b6d6;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-jt48akd0-21d1e20da295aa6655975fbf86eaa3ce main_color avia-section-huge avia-no-border-styling  avia-builder-el-0  el_before_av_textblock  avia-builder-el-first  avia-full-stretch avia-bg-style-scroll av-section-color-overlay-active container_wrap fullsize'  data-section-bg-repeat='stretch'><div class=\"av-section-color-overlay-wrap\"><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-58626'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jt48gea8-4e462dd01f6154b2c200a733a8b26643\">\n#top .av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643{\npadding-bottom:10px;\ncolor:#ffffff;\nfont-size:50px;\n}\nbody .av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n#top #wrap_all .av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 .av-special-heading-tag{\nfont-size:50px;\n}\n.av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 .special-heading-inner-border{\nborder-color:#ffffff;\n}\n.av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 .av-subheading{\nfont-size:15px;\n}\n\n@media only screen and (min-width: 480px) and (max-width: 767px){ \n#top #wrap_all .av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 .av-special-heading-tag{\nfont-size:0.8em;\n}\n}\n\n@media only screen and (max-width: 479px){ \n#top #wrap_all .av-special-heading.av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 .av-special-heading-tag{\nfont-size:0.8em;\n}\n}\n<\/style>\n<div  class='av-special-heading av-jt48gea8-4e462dd01f6154b2c200a733a8b26643 av-special-heading-h6 custom-color-heading blockquote modern-quote modern-centered  avia-builder-el-1  avia-builder-el-no-sibling  av-inherit-size'><h6 class='av-special-heading-tag '  itemprop=\"headline\"  >Improving our technology to increase automation<\/h6><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<\/div><\/div><\/main><!-- close content main element --><\/div><\/div><\/div><div id='after_section_1'  class='main_color av_default_container_wrap container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-58626'><div class='entry-content-wrapper clearfix'>\n<section  class='av_textblock_section av-jt8r5uog-8b098f4fc373999877dba24f3e8a5dde '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"margin: 0cm 0cm 0pt;\"><span lang=\"EN-GB\" style=\"color: black;\">At Serimag we consider the implementation of different projects through the application of the various Artificial Intelligence technologies that we know about to be as important as <strong>investment in R&amp;D, in order to continue to develop this technology<\/strong><b>.<\/b> And it is the latter that concerns us now, being something which we are especially proud of.<\/span><!--more--><\/p>\n<p style=\"margin: 0cm 0cm 0pt;\"><span lang=\"EN-GB\" style=\"color: black;\">In each project evaluation and in each production process Serimag incorporates the most appropriate technology to the needs of both the service and our client thanks to the professionalism and knowledge of all the technical staff and project managers. We live in a rapidly changing technological world in which new techniques are continually being developed to improve existing processes. At Serimag we want to be part of this <a href=\"https:\/\/www.serimag.com\/en\/\"><strong>technological revolution<\/strong><\/a>.<\/span><\/p>\n<h2>Cooperation with the Barcelona Supercomputing Center (BSC)<\/h2>\n<p>After months of joint research between Serimag and the <a href=\"https:\/\/www.bsc.es\/\"><strong>Barcelona Supercomputing Center (BSC-UPC)<\/strong><\/a>, a new single graphics and text classification system based on neural networks has been developed which will be promoted by Serimag in all our document classification processes.<\/p>\n<p>Traditional document classification systems based on rigid, predefined templates and rules were surpassed some years ago by highly automated production environments such as those offered by <a href=\"https:\/\/www.serimag.com\/en\/taad\/\"><strong>TAAD<\/strong><\/a>. However, standard automation based on document intelligence continues <strong>to process documents separately with respect to graphics and text<\/strong>, merging both aspects in a final classification system:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-58631 aligncenter\" src=\"https:\/\/www.serimag.com\/wp-content\/uploads\/2018\/12\/clasificacion-anterior-imagen-texto-ENG.jpg\" alt=\"Previous classification - image and text\" width=\"615\" height=\"334\" \/><\/p>\n<p>Although these classification systems are based on Machine Learning, they require intermediate and explicit layers between one processing and another, which inevitably prevent the maximum benefit from intelligent recognition engines and require manual parameterisation with consequent maintenance.<\/p>\n<p>Serimag started a <a href=\"https:\/\/www.serimag.com\/en\/about-us\/\"><strong>cooperation project with BSC<\/strong><\/a> a year ago based on the following hypothesis: there must be a <strong>neural network architecture capable of performing complete classification (of both graphics and text) in an integrated manner<\/strong> and without the need for parametric coupling modules, understanding the document as a whole.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-58632 aligncenter\" src=\"https:\/\/www.serimag.com\/wp-content\/uploads\/2018\/12\/clasificacion-por-redes-neuronales-ENG.jpg\" alt=\"Neural networks classification\" width=\"615\" height=\"334\" \/><\/p>\n<p>Today we can say that the hypothesis was true and that it does actually offer improvements in terms of production time and results.<\/p>\n<h2>Application in projects with Tessi-Graddo<\/h2>\n<p>At Serimag we offer a constantly evolving service. During the life of a process we periodically evaluate potential technological improvements coming from our R&amp;D laboratory that improve automation rates to benefit both the client and Serimag. With three years of joint cooperation in automated document processing, at Serimag we have started to introduce this new technology in the production processes that we share with <a href=\"http:\/\/www.tessigraddo.es\/\"><strong>Tessi-Graddo<\/strong><\/a>.<\/p>\n<p>The new model of neural networks has been implemented in current production models together with Tessi-Graddo, <strong>managing to reduce the rejection of previous models by half and increasing accuracy to above 99%<\/strong>:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-58633 aligncenter\" src=\"https:\/\/www.serimag.com\/wp-content\/uploads\/2018\/12\/incremento-en-automatizacion-ENG.jpg\" alt=\"Increasing automation\" width=\"615\" height=\"334\" \/><\/p>\n<p>We are already working on new systems that are also applicable to document segmentation and data extraction, which we hope to be able to incorporate into production during 2019. Results such as these demonstrate our commitment to R&amp;D, cooperation with the leading research centres in their areas and the impact it has on continuing to offer a better service to our clients.<\/p>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70\">\n#top .avia_search_element.av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70 .av_searchform_wrapper{\nborder-radius:0px 0px 0px 0px;\n}\n#top .avia_search_element.av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70 #s.av-input-field{\nborder-radius:0px 0px 0px 0px;\n}\n#top .avia_search_element.av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70 #searchsubmit{\nborder-radius:0px 0px 0px 0px;\n}\n#top .avia_search_element.av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70 .av_searchsubmit_wrapper{\nborder-radius:0px 0px 0px 0px;\n}\n.ajax_search_response.av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70{\npadding:0px 0px 0px 0px;\nmargin:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='avia_search_element av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70  avia-builder-el-3  el_after_av_textblock  avia-builder-el-last '><search><form action='https:\/\/serimagmedia.com\/en\/' id='searchform_element' method='get' class='' data-element_id='av-avia_sc_search-75533af9fe78c4ab2f36520f8ef4ab70' ><div class='av_searchform_wrapper'><input type='search' value='' id='s' name='s' placeholder='Search the site ...' aria-label='Search the site ...' class='av-input-field ' required \/><div class='av_searchsubmit_wrapper '><input type='submit' value='Find' id='searchsubmit' class='button ' title='View results on search page' aria-label='View results on search page' \/><\/div><input type='hidden' name='numberposts' value='5' \/><input type='hidden' name='results_hide_fields' value='' \/><\/div><\/form><\/search><\/div>\n","protected":false},"excerpt":{"rendered":"<p>At Serimag we consider the implementation of different projects through the application of the various Artificial Intelligence technologies that we know about to be as important as investment in R&#038;D, in order to continue to develop this technology. And it is the latter that concerns us now, being something which we are especially proud of.<\/p>\n","protected":false},"author":4,"featured_media":58754,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[128],"tags":[134,133,135,129],"class_list":["post-58626","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-2","tag-artificial-intelligence-en-3","tag-automation-of-documentary-processes","tag-neural-networks-en-2","tag-taad-en-2"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Neural networks to increase document automation<\/title>\n<meta name=\"description\" content=\"Together with the Barcelona Supercomputing Center we are developing new neural network techniques that increase automation in Tessi Graddo projects\" \/>\n<meta name=\"robots\" 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