{"id":18558,"date":"2019-09-13T13:12:03","date_gmt":"2019-09-13T13:12:03","guid":{"rendered":"http:\/\/192.168.52.5\/3347\/site\/blog\/?p=18558"},"modified":"2023-01-09T13:36:33","modified_gmt":"2023-01-09T13:36:33","slug":"ai-image-processing","status":"publish","type":"post","link":"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing","title":{"rendered":"Image Processing in AI &#8211; A Beginner&#8217;s Guide"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_37 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\r\n<div class=\"ez-toc-title-container\">\r\n<p class=\"ez-toc-title\">Table of Contents<\/p>\r\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\r\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\/#What_is_Image_processing\" title=\"What is Image processing?\">What is Image processing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\/#Main_Purpose_of_Image_Processing\" title=\" \nMain Purpose of Image Processing\"> \nMain Purpose of Image Processing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\/#Image_Processing_Phases\" title=\" \nImage Processing Phases\"> \nImage Processing Phases<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\/#Image_processing_methods_techniques_and_tools\" title=\" \nImage processing methods, techniques, and tools\"> \nImage processing methods, techniques, and tools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\/#Open-source_libraries_for_AI-based_image_processing\" title=\" \nOpen-source libraries for AI-based image processing\"> \nOpen-source libraries for AI-based image processing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\/#Conclusion\" title=\" \nConclusion\"> \nConclusion<\/a><\/li><\/ul><\/nav><\/div>\r\n<div  class=\"fusion-fullwidth fullwidth-box nonhundred-percent-fullwidth\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:20px;padding-right:30px;padding-bottom:20px;padding-left:30px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1  fusion-one-full fusion-column-first fusion-column-last wireframe-post-single 1_1\"  style='margin-top:0px;margin-bottom:20px;'>\n\t\t\t<div class=\"fusion-column-wrapper\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"  data-bg-url=\"\">\n\t\t\t\t<blockquote>\n<p>\u201c<strong>Artificial intelligence will digitally disrupt all industries. Don\u2019t be left behind.\u201d \u2013 Dave Waters<\/strong><\/p>\n<\/blockquote>\n<p>From the inception of AI, image processing to be incorporated in smart systems is a perennial project for people working on it. In its initial phase, it required a lot of manual input, providing instructions to computers, to get some output. These machines,or known as\u00a0<a style=\"color: blue;\" href=\"https:\/\/blog.leanix.net\/en\/artificial-intelligence-expert-systems\" target=\"_blank\" rel=\"noopener\">Expert Systems<\/a>, were trained to recognize images.<\/p>\n<p>According to Gartner, the <a style=\"color: blue;\" href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2019-01-21-gartner-survey-shows-37-percent-of-organizations-have\" target=\"_blank\" rel=\"noopener\">total number of AI adopters<\/a> across different industries has increased by 270% over the last 4 years.<\/p>\n<p>We want the machines to do more than just recognize images. With the advancement in Artificial Intelligence, it has helped engineers to design software that can impersonate the human capacity to observe, understand, recognize and describe the photo and <a href=\"https:\/\/attentioninsight.com\/ai-text-to-video-generators-what-are-they\/\" target=\"_blank\" rel=\"dofollow noopener\"><strong>video content<\/strong><\/a><\/p>\n<p>with great accuracy.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_is_Image_processing\"><\/span><strong>What is Image processing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>In general terms, manipulating an image to amplify the same to generate information out of it is called image processing. There are 2 methods of image processing:<\/p>\n<ul class=\"custom-text-justify-li\" style=\"list-style: none;\">\n<li>&#8211; Analog image processing, which is used for processing photographs, printouts, and other image hard copies.<\/li>\n<li>&#8211; Digital image processing, which is used for manipulating digital images with the help of complex algorithms<\/li>\n<\/ul>\n<div class=\"bf-newsletter\">\n<h4>Want to Implement AI-based &#8220;Image Processing&#8221; in your project?<\/h4>\n<p>Fill out the below form and connect with our AI\/ML experts today.<\/p>\n<div class=\"emaillist\" id=\"es_form_f2-n1\"><form action=\"\/blog\/wp-json\/wp\/v2\/posts\/18558#es_form_f2-n1\" method=\"post\" class=\"es_subscription_form es_shortcode_form\" id=\"es_subscription_form_69f0809f8afbc\" data-source=\"ig-es\"><div class=\"es-field-wrap\"><label><br \/><input type=\"text\" name=\"esfpx_name\" class=\"ig_es_form_field_name\" placeholder=\"Your Name\" value=\"\" required=\"required\" \/><\/label><\/div><div class=\"es-field-wrap\"><label><input class=\"es_required_field es_txt_email ig_es_form_field_email\" type=\"email\" name=\"esfpx_email\" value=\"\" placeholder=\"Your Email\" required=\"required\" \/><\/label><\/div><input type=\"hidden\" name=\"esfpx_lists[]\" value=\"ec1df367b0f4\" \/><input type=\"hidden\" name=\"esfpx_form_id\" value=\"2\" \/><input type=\"hidden\" name=\"es\" value=\"subscribe\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_form_identifier\" value=\"f2-n1\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_email_page\" value=\"18558\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_email_page_url\" value=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_status\" value=\"Unconfirmed\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es-subscribe\" id=\"es-subscribe-69f0809f8afbc\" value=\"5854ce04c7\" \/>\n\t\t\t<label style=\"position:absolute;top:-99999px;left:-99999px;z-index:-99;\"><input type=\"email\" name=\"esfpx_es_hp_email\" class=\"es_required_field\" tabindex=\"-1\" autocomplete=\"-1\" value=\"\" \/><\/label><input type=\"submit\" name=\"submit\" class=\"es_subscription_form_submit es_submit_button es_textbox_button\" id=\"es_subscription_form_submit_69f0809f8afbc\" value=\"Submit\" \/><span class=\"es_spinner_image\" id=\"spinner-image\"><img src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/plugins\/email-subscribers\/lite\/public\/images\/spinner.gif\" alt=\"Loading\" \/><\/span><\/form><span class=\"es_subscription_message \" id=\"es_subscription_message_69f0809f8afbc\"><\/span><\/div><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Main_Purpose_of_Image_Processing\"><\/span><strong><br \/>\nMain Purpose of Image Processing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"custom-text-justify-li\" style=\"list-style: none;\">\n<li>&#8211; Representing processed data in a visual way one can understand, for instance, giving a visual form to invisible objects.<\/li>\n<li>&#8211; To improve the processed image quality, image sharpening and restoration works well.<\/li>\n<li>&#8211; Image convalescence helps in searching images.<\/li>\n<li>&#8211; Helps to measure objects in the image.<\/li>\n<li>&#8211; With pattern recognition, it becomes easy to classify objects in the image, locate their position and get an overall understanding of the scene.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Image_Processing_Phases\"><\/span><strong><br \/>\nImage Processing Phases<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>There are 8 phases for image processing which goes step-wise:<\/p>\n<ul class=\"custom-text-justify-li\">\n<li>\n<h3><strong>Image acquisition<\/strong>:<\/h3>\n<p>Captures the image with a sensor and converts it into a manageable entity<\/li>\n<li>\n<h3><strong>Image enhancement<\/strong><\/h3>\n<p>The input image quality is improved and also extracts details hidden in it<\/li>\n<li>\n<h3><strong>Image restoration<\/strong><\/h3>\n<p>Any possible corruption like blur, noise, or camera misfocus is removed to get a cleaner vision on probabilistic and mathematical model basis<\/li>\n<li>\n<h3><strong>Color image processing<\/strong><\/h3>\n<p>The colored images and varied color spaces are processed with pseudocolor or RGB processing way.<\/li>\n<li>\n<h3><strong>Image compression and decompression<\/strong><\/h3>\n<p>This allows for changes in image resolution and size, be it for reduction or restoring images depending on the need.<\/li>\n<li>\n<h3><strong>Morphological processing<\/strong><\/h3>\n<p>Defines the object structure and shape in the image.<\/li>\n<li>\n<h3><strong>Image recognition<\/strong><\/h3>\n<p>For a particular object, the specific features are identified in the image and techniques like\u00a0 <a style=\"color: blue;\" href=\"https:\/\/en.wikipedia.org\/wiki\/Object_detection\" target=\"_blank\" rel=\"noopener\">object detection<\/a> are used for the same.<\/li>\n<li>\n<h3><strong>Representation and description<\/strong><\/h3>\n<p>is all about visualizing the processed data.<\/li>\n<\/ul>\n<p>It is not easy to accomplish processing massive\u00a0 amounts of data manually. Here\u2019s where Artificial Intelligence and machine learning algorithms become very helpful. The use of ML and AI to boost the data processing speed and generate quality image result. But of course, in order to get high-quality results, you need to pick the right tools and methods.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Image_processing_methods_techniques_and_tools\"><\/span><strong><br \/>\nImage processing methods, techniques, and tools<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The images captured with regular sensors need preprocessing as some could contain too much noise or are misfocused. There are two detection techniques to be used for processing digital images as well as for preprocessing.<\/p>\n<ul class=\"custom-text-justify-li\">\n<li>\n<h3><strong>Filtering<\/strong><\/h3>\n<p>Used to modify and enhance the input image. With various filters available, certain features in the image can be emphasized or removed, can also reduce the image noise and so on.<\/li>\n<\/ul>\n<ul class=\"custom-text-justify-li\">\n<li>\n<h3><strong>Edge detection<\/strong><\/h3>\n<p>Used for data extraction and image segmentation, to find meaningful object edges in the images that are preprocessed.<\/li>\n<\/ul>\n<p>To make things easier, there are specific libraries and frameworks that can be used to implement image processing functionalities.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Open-source_libraries_for_AI-based_image_processing\"><\/span><strong><br \/>\nOpen-source libraries for AI-based image processing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Computer vision libraries contain common image processing functions and algorithms. Several open-source libraries are available that can be used to develop image processing and computer vision features.<\/p>\n<h3><strong><br \/>\nOpenCV<\/strong><\/h3>\n<p>The <a style=\"color: blue;\" href=\"https:\/\/opencv.org\/\" target=\"_blank\" rel=\"noopener\">Open Source Computer Vision Library (OpenCV)<\/a> is a popular computer vision library that provides ample algorithms and functions that support the algorithms. It includes various modules like, image processing module, object detection module, and machine learning module to name some. This library can be used to perform image processing tasks like image acquisition, compression, enhancement, restoration, and data extraction.<\/p>\n<h3><strong><br \/>\nVXL<\/strong><\/h3>\n<p>The <a style=\"color: blue;\" href=\"https:\/\/vxl.github.io\/\" target=\"_blank\" rel=\"noopener\">VXL library<\/a> is a set of libraries for computer vision and implements a number of popular computer vision technology algorithms and related functionalities.<\/p>\n<h3><strong><br \/>\nAForge.NET<\/strong><\/h3>\n<p><a style=\"color: blue;\" href=\"http:\/\/www.aforgenet.com\/\" target=\"_blank\" rel=\"noopener\">AForge.NET<\/a>, a computer vision library with multiple libraries that can be used for image processing and computer vision to neural networks and fuzzy computations. Additionally, AForge.NET provides\u00a0<a href=\"http:\/\/www.aforgenet.com\/framework\/docs\/\" target=\"_blank\" rel=\"noopener\">help files<\/a> and a set of sample applications demonstrating how to use this framework.<\/p>\n<h3><strong><br \/>\nLTI-Lib<\/strong><\/h3>\n<p><a style=\"color: blue;\" href=\"http:\/\/ltilib.sourceforge.net\/doc\/homepage\/index.shtml\" target=\"_blank\" rel=\"noopener\">LTI-Lib<\/a> library makes it easier to share and maintain code while still providing fast algorithms for real-world applications.<\/p>\n<p>It provides a wide range of features that can be used for solving mathematical problems, a set of classification tools, and multiple image processing and computer vision algorithms.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong><br \/>\nConclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>With AI algorithms, machines can be taught to interpret images for a particular task based on the requirement. There are immense opportunities to implement AI based image processing in every industry. It depends on how you want to make the most out of it.<\/p>\n<p><a style=\"color: blue;\" href=\"https:\/\/aceinfoway.com\" target=\"_blank\" rel=\"noopener\">Ace Infoway<\/a> is curious about AI and machine learning and are aware of the latest improvements in AI-powered image processing. We learn and implement them in our AI projects effortlessly. We\u2019d be happy to assist you in implementing image processing functionality in your current web application or building a custom AI-based solution from scratch.<\/p>\n<div class=\"bf-newsletter\">\n<h4>Want to Implement AI-based &#8220;Image Processing&#8221; in your project?<\/h4>\n<p>Fill out the below form and connect with our AI\/ML experts today.<\/p>\n<div class=\"emaillist\" id=\"es_form_f2-n2\"><form action=\"\/blog\/wp-json\/wp\/v2\/posts\/18558#es_form_f2-n2\" method=\"post\" class=\"es_subscription_form es_shortcode_form\" id=\"es_subscription_form_69f0809f8b799\" data-source=\"ig-es\"><div class=\"es-field-wrap\"><label><br \/><input type=\"text\" name=\"esfpx_name\" class=\"ig_es_form_field_name\" placeholder=\"Your Name\" value=\"\" required=\"required\" \/><\/label><\/div><div class=\"es-field-wrap\"><label><input class=\"es_required_field es_txt_email ig_es_form_field_email\" type=\"email\" name=\"esfpx_email\" value=\"\" placeholder=\"Your Email\" required=\"required\" \/><\/label><\/div><input type=\"hidden\" name=\"esfpx_lists[]\" value=\"ec1df367b0f4\" \/><input type=\"hidden\" name=\"esfpx_form_id\" value=\"2\" \/><input type=\"hidden\" name=\"es\" value=\"subscribe\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_form_identifier\" value=\"f2-n2\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_email_page\" value=\"18558\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_email_page_url\" value=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_status\" value=\"Unconfirmed\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es-subscribe\" id=\"es-subscribe-69f0809f8b799\" value=\"5854ce04c7\" \/>\n\t\t\t<label style=\"position:absolute;top:-99999px;left:-99999px;z-index:-99;\"><input type=\"email\" name=\"esfpx_es_hp_email\" class=\"es_required_field\" tabindex=\"-1\" autocomplete=\"-1\" value=\"\" \/><\/label><input type=\"submit\" name=\"submit\" class=\"es_subscription_form_submit es_submit_button es_textbox_button\" id=\"es_subscription_form_submit_69f0809f8b799\" value=\"Submit\" \/><span class=\"es_spinner_image\" id=\"spinner-image\"><img src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/plugins\/email-subscribers\/lite\/public\/images\/spinner.gif\" alt=\"Loading\" \/><\/span><\/form><span class=\"es_subscription_message \" id=\"es_subscription_message_69f0809f8b799\"><\/span><\/div><\/div>\n<div class=\"fusion-clearfix\"><\/div>\n\n\t\t\t<\/div>\n\t\t<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":769417,"featured_media":18565,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[53],"tags":[175,179,178,21,174,177,176],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\r\n<title>AI Image Processing: A Complete Guide for Beginners (2020)<\/title>\r\n<meta name=\"description\" content=\"Modern AI Image Processing can help you to implement Functionalities, Detect &amp; Recognize objects and Take actions on images. A complete guide right here.\" \/>\r\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\r\n<link rel=\"canonical\" href=\"https:\/\/www.aceinfoway.com\/blog\/ai-image-processing\" \/>\r\n<meta property=\"og:locale\" content=\"en_US\" \/>\r\n<meta property=\"og:type\" content=\"article\" \/>\r\n<meta property=\"og:title\" content=\"AI Image Processing: A Complete Guide for Beginners (2020)\" \/>\r\n<meta property=\"og:description\" content=\"Modern AI Image Processing can help you to implement Functionalities, Detect &amp; Recognize objects and Take actions on images. 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