{"id":2137,"date":"2023-03-10T19:49:53","date_gmt":"2023-03-10T10:49:53","guid":{"rendered":"https:\/\/bestpathresearch.com\/www\/?p=2137"},"modified":"2023-06-02T19:55:03","modified_gmt":"2023-06-02T10:55:03","slug":"202303101234","status":"publish","type":"post","link":"https:\/\/bestpathresearch.com\/en\/2023\/03\/10\/202303101234\/","title":{"rendered":"Publication of the paper \u201cAutomatic Detection and Rectification of Paper Receipts on Smartphones\u201d"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2137\" class=\"elementor elementor-2137\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1dfefe61 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1dfefe61\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-db43200\" data-id=\"db43200\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-159eba24 elementor-widget elementor-widget-text-editor\" data-id=\"159eba24\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<span class=\"text\">\nBest Path Research has published the results of its latest research on detecting and rectifying paper receipts using a smartphone camera on the arXiv paper repository at:\n<p class=\"top10px\"><\/p>\n<a href=\"https:\/\/arxiv.org\/abs\/2303.05763\">https:\/\/arxiv.org\/abs\/2303.05763<\/a>\n<p class=\"top10px\"><\/p>\nIn this research we developed a novel technique to perform corner detection on potentially deformed objects so as to detect each of the four corners of a paper receipt while ignoring spurious, interfering objects (that might also have corners).\nHaving identified the four unique corners of the receipt, we use a traditional computer vision technique, called a perspective transform, to convert the potentially deformed image into a straight or rectangular image (as if viewed directly overhead, i.e. the so-called \u201cbird\u2019s eye view\u201d).\n<p class=\"top10px\"><\/p>\nHaving straightened the image in this fashion, the expectation is that all lines in the rectified image are now horizontally aligned, thus making it much easier to perform downstream processing tasks, such as optical character recognition (OCR), or named-entity (NE) detection, on the rectified image.\n<\/span>\n\n\n\n<style>\/*! elementor - v3.13.3 - 28-05-2023 *\/<br \/>.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\n\n<img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/bestpathresearch.com\/www\/wp-content\/uploads\/2023\/03\/post_img_rec.png\" sizes=\"(max-width: 640px) 100vw, 640px\" srcset=\"https:\/\/bestpathresearch.com\/www\/wp-content\/uploads\/2023\/03\/post_img_rec.png 1024w, https:\/\/bestpathresearch.com\/www\/wp-content\/uploads\/2023\/03\/post_img_rec-300x260.png 300w, https:\/\/bestpathresearch.com\/www\/wp-content\/uploads\/2023\/03\/post_img_rec-768x667.png 768w\" alt=\"\" width=\"640\" height=\"556\" \/>\n\n<span class=\"text\">\nThis research and development was conducted primarily by our CEO, Dr. Edward Whittaker, and resulted in a demo iPhone app that integrated the models and techniques described in the paper. The app used a \u201cfine-tuned\u201d object detection model that was then quantized and converted to Tensorflow Lite, to run in real-time on a mid-range iPhone device.\n<p class=\"top10px\"><\/p>\nKeywords: Perspective Transform, Tensorflow Lite, iOS, object detection, corner detection, arXiv\n<\/span>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Best Path [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_locale":"en_US","_original_post":"http:\/\/smartdemowp.com\/detox\/?p=513","footnotes":""},"categories":[27],"tags":[],"class_list":["post-2137","post","type-post","status-publish","format-standard","hentry","category-news_en","en-US"],"_links":{"self":[{"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/posts\/2137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/comments?post=2137"}],"version-history":[{"count":5,"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/posts\/2137\/revisions"}],"predecessor-version":[{"id":2143,"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/posts\/2137\/revisions\/2143"}],"wp:attachment":[{"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/media?parent=2137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/categories?post=2137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bestpathresearch.com\/wp-json\/wp\/v2\/tags?post=2137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}