{"id":1195,"date":"2016-03-06T13:37:01","date_gmt":"2016-03-06T18:37:01","guid":{"rendered":"http:\/\/shirishranjit.com\/blog1\/?page_id=1195"},"modified":"2016-04-19T21:49:47","modified_gmt":"2016-04-20T01:49:47","slug":"signature-verification-through-automated-signature-matching","status":"publish","type":"page","link":"https:\/\/shirishranjit.com\/blog1\/human-machine-interface-hmi\/signature-verification-through-automated-signature-matching","title":{"rendered":"Signature Verification through Automated Signature Matching"},"content":{"rendered":"<p>This is a very interesting problem. Though there are many advances in computer vision especially in facial recognition, there seemed to be a genuine gap in resolving this issue. <\/p>\n<p>According to computer vision experts, this is not a simple problem. This is difficult problem as signature cannot be exactly same. However, now the question is how much degree of change from the reference signature it is acceptable. <\/p>\n<h1>References<\/h1>\n<h2>Research Papers<\/h2>\n<ol>\n<li><a href=\"https:\/\/www.researchgate.net\/publication\/228808116_Signature_recognition_using_artificial_neural_network\" target=\"_blank\">ANN model to recognize and match signatures<\/a><\/li>\n<\/ol>\n<h2>Commercial Products<\/p>\n<h2>\n<ol>\n<li>\n<a href=\"http:\/\/www.ncr.com\/financial-services\/payment-imaging\/commercial-bank-solutions\/signature-verification\" target=\"_blank\">NCR<\/a><br \/>\nA commercial product to capture electronic signature but not matching service.\n<\/li>\n<li><a href=\"http:\/\/www.parascript.com\/signature-xpert\/\">http:\/\/www.parascript.com\/signature-xpert\/<\/a><\/li>\n<\/ol>\n<div class=\"twttr_buttons\"><div class=\"twttr_twitter\">\n\t\t\t\t\t<a href=\"http:\/\/twitter.com\/share?text=Signature+Verification+through+Automated+Signature+Matching\" class=\"twitter-share-button\" data-via=\"\" data-hashtags=\"\"  data-size=\"default\" data-url=\"https:\/\/shirishranjit.com\/blog1\/human-machine-interface-hmi\/signature-verification-through-automated-signature-matching\"  data-related=\"\" target=\"_blank\">Tweet<\/a>\n\t\t\t\t<\/div><div class=\"twttr_followme\">\n\t\t\t\t\t\t<a href=\"https:\/\/twitter.com\/shiranjit\" class=\"twitter-follow-button\" data-size=\"default\"  data-show-screen-name=\"false\"  target=\"_blank\">Follow me<\/a>\n\t\t\t\t\t<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>This is a very interesting problem. Though there are many advances in computer vision especially in facial recognition, there seemed to be a genuine gap in resolving this issue. According to computer vision experts, this is not a simple problem. &hellip; <a href=\"https:\/\/shirishranjit.com\/blog1\/human-machine-interface-hmi\/signature-verification-through-automated-signature-matching\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":4,"featured_media":0,"parent":361,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1195","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/pages\/1195"}],"collection":[{"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/comments?post=1195"}],"version-history":[{"count":6,"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/pages\/1195\/revisions"}],"predecessor-version":[{"id":1283,"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/pages\/1195\/revisions\/1283"}],"up":[{"embeddable":true,"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/pages\/361"}],"wp:attachment":[{"href":"https:\/\/shirishranjit.com\/blog1\/wp-json\/wp\/v2\/media?parent=1195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}