{"id":6972,"date":"2024-01-16T11:01:28","date_gmt":"2024-01-16T10:01:28","guid":{"rendered":"https:\/\/www.artea.com\/what-is-computer-vision-applications-and-characteristics\/"},"modified":"2026-09-29T09:29:57","modified_gmt":"2026-09-29T07:29:57","slug":"what-is-computer-vision-applications-and-characteristics","status":"publish","type":"post","link":"https:\/\/www.artea.com\/en\/what-is-computer-vision-applications-and-characteristics\/","title":{"rendered":"WHAT IS COMPUTER VISION? APPLICATIONS AND CHARACTERISTICS"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6972\" class=\"elementor elementor-6972 elementor-2770\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-49db847b post-content elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49db847b\" 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-57c3e9e4\" data-id=\"57c3e9e4\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-26669847 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"26669847\" 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-50 elementor-inner-column elementor-element elementor-element-7a9dff64\" data-id=\"7a9dff64\" 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-7529eba elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"7529eba\" 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<p><strong>Computer vision<\/strong> represents one of the most fascinating and advanced frontiers of technology. This interdisciplinary field focuses on the ability of machines to \u201csee\u201d and interpret the external environment, in a way that mimics the human capacity to perceive through our eyes and understand the world around us. <\/p><p>If the idea of machines that \u201csee\u201d and \u201cunderstand\u201d sounds like science fiction to you, join us on this journey into the world of computer vision, where science meets imagination and where the possibilities seem endless. Together, we\u2019ll explore the theoretical foundations and practical capabilities of computer vision, thanks to advances in artificial intelligence and machine learning. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d2e358 elementor-widget elementor-widget-html\" data-id=\"3d2e358\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-695eeb31 elementor-widget elementor-widget-heading\" data-id=\"695eeb31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Computer Vision: The Hidden Meaning in Pixels<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee860bf elementor-widget elementor-widget-text-editor\" data-id=\"ee860bf\" 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<p>Let\u2019s imagine a machine that, when looking at a photograph, can discern not only colors and shapes, but also emotions, intentions, and context: Computer Vision aims to make all of this possible. But the path to achieving this goal is neither simple nor short. <\/p><p>At the heart of computer vision lies image processing: a complex set of <strong>algorithms and techniques that transform pixels into information<\/strong>. Here\u2019s where it gets tricky: while recognizing a familiar face is almost instinctive for a human, for a computer it requires an incredible amount of processing\u2014from identifying the contours of the face to recognizing its distinctive features. <\/p><p>Today, we are only at the beginning of this extraordinary journey. But why is it so important to us? In addition to its obvious applications in <strong>fields such as security and surveillance<\/strong>, <strong>computer vision has the potential to revolutionize sectors such as medicine, industrial automation, and even art<\/strong>. Computer vision will enable doctors to identify diseases in diagnostic images with unprecedented accuracy, or allow a robot to navigate complex environments completely autonomously.   <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1eda8d96 elementor-widget elementor-widget-heading\" data-id=\"1eda8d96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">  The Theoretical Foundations of Computer Vision: Agents and Sensors<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d7a16df elementor-widget elementor-widget-text-editor\" data-id=\"6d7a16df\" 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<p>At the heart of computer vision lies the concept of systems based on so-called \u201cagents.\u201d An agent-based system is an autonomous entity capable of observing its environment, making decisions based on its observations, and <strong>taking actions to achieve specific goals<\/strong>. <\/p><p>In this area of research, we would like to cite the work of Prof. <strong>Marco Somalvico<\/strong>. Human beings, understood as agents in their own right, perceive the world primarily through a sensor of fundamental importance: the eye. From this perspective, images from the environment pose one of the greatest challenges on the path toward building AI that is more human-like.  <\/p><p>In the context of the interaction between machines and the real world, as explored by Somalvico, computer vision serves as a bridge, enabling machines to perceive phenomena in the real world, interpret them, and react accordingly. The complexity of reality\u2014with its variety of colors, shapes, and movements\u2014requires highly sophisticated algorithms and models to decode it in useful ways. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7100d9ef elementor-widget elementor-widget-heading\" data-id=\"7100d9ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Practical Applications of Computer Vision: From Theory to Neural Networks<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60d27c7e elementor-widget elementor-widget-image\" data-id=\"60d27c7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"499\" src=\"https:\/\/www.artea.com\/wp-content\/uploads\/2024\/01\/ai_healthcare-1024x639.jpg\" class=\"attachment-large size-large wp-image-2780\" alt=\"\" srcset=\"https:\/\/www.artea.com\/wp-content\/uploads\/2024\/01\/ai_healthcare-1024x639.jpg 1024w, https:\/\/www.artea.com\/wp-content\/uploads\/2024\/01\/ai_healthcare-300x187.jpg 300w, https:\/\/www.artea.com\/wp-content\/uploads\/2024\/01\/ai_healthcare-768x479.jpg 768w, https:\/\/www.artea.com\/wp-content\/uploads\/2024\/01\/ai_healthcare-1536x958.jpg 1536w, https:\/\/www.artea.com\/wp-content\/uploads\/2024\/01\/ai_healthcare-2048x1278.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71ab9c1c elementor-widget elementor-widget-text-editor\" data-id=\"71ab9c1c\" 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<p>The field of image analysis and the study of visual perception has evolved significantly, thanks in particular to the application of <strong>artificial neural networks<\/strong>, including convolutional neural networks (CNNs) and recurrent neural networks (RNNs). Let\u2019s take a brief look at what these are. <\/p><ul><li><strong> CNNs (Convolutional Neural Networks)<\/strong>, inspired by the structure of <strong>the biological neural networks in the human visual system<\/strong>, enable machines to recognize patterns such as lines, shapes, and contours. These networks are widely used in applications such as facial recognition or object classification in photos, enabling machines to \u201csee\u201d and identify different entities in an image. <\/li><li><strong>RNNs (Recurrent Neural Networks)<\/strong>, on the other hand, enable machines to <strong>understand the context and the sequence<\/strong> in which information appears. They are often used in applications such as machine translation or speech recognition. But in the case of video analysis, for example, they are useful for identifying objects and areas based on their relative position, as measured by depth of field.  <\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7103783 elementor-widget elementor-widget-heading\" data-id=\"7103783\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The New Frontiers of AI: Seeing, Understanding, and Acting<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7170653 elementor-widget elementor-widget-text-editor\" data-id=\"7170653\" 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<p>Neural networks have made great strides thanks to advances <strong>in machine learning technologies<\/strong>. However, one aspect to consider is that such training remains largely limited and specialized, as in the case of face or vehicle recognition\u2014that is, objects belonging to a single category. <\/p><p>The future goal, however, is focused on<strong> General-Purpose Artificial Intelligence (AGI)<\/strong> that can utilize computer vision in a broader and more versatile way. One step in this direction is, for example, the introduction of image recognition in version 4.0 of ChatGPT. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd02766 elementor-widget elementor-widget-heading\" data-id=\"dd02766\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Applications of Computer Vision<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef7ca9a elementor-widget elementor-widget-text-editor\" data-id=\"ef7ca9a\" 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<p>While it is true that, at present, there is still no artificial intelligence capable of \u201cseeing,\u201d \u201cunderstanding,\u201d and \u201cacting\u201d in a general way\u2014in the full sense envisioned by AGI\u2014vertical applications across various sectors are now multiplying:<\/p><ul><li><b>Industrial Automation<\/b><span style=\"font-weight: 400;\">: for quality control and visual inspection of products on production lines.<\/span><\/li><li><b>Advanced Surveillance<\/b><span style=\"font-weight: 400;\">: for facial recognition, detection of suspicious objects, and monitoring of sensitive areas.<\/span><\/li><li><b>Medicine<\/b><span style=\"font-weight: 400;\">: in diagnostics, through the analysis of radiographic and tomographic images.<\/span><\/li><li><b>Autonomous Driving<\/b><span style=\"font-weight: 400;\">: for interpreting the road environment, including traffic signs, vehicles, and pedestrians.<\/span><\/li><li><strong>AR (Augmented Reality)<\/strong>: to overlay virtual elements onto the real world, as in video games or on-the-job training.<\/li><li><strong>OCR (Optical Character Recognition)<\/strong>: for the automatic reading and interpretation of text in documents and images.<\/li><li><strong>Aerospace industry<\/strong>: for autonomous navigation and object recognition in space.<\/li><li><strong>Retail<\/strong>: for analyzing customer behavior and managing inventory.<\/li><li><strong>Transportation and Logistics<\/strong>: For Automated Goods Handling and Road Safety.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e266810 elementor-widget elementor-widget-heading\" data-id=\"e266810\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vulnerabilities in Computer Vision Systems: \u201cAdversarial Examples\u201d<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9825505 elementor-widget elementor-widget-text-editor\" data-id=\"9825505\" 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<p>Finally, it is important to note that there are situations in which computer vision can be ineffective. For example, if images are introduced that interfere with the machine\u2019s vision, the system may stop functioning properly. <strong>Anti-surveillance clothing<\/strong> is already on the market\u2014that is, garments made with fabrics, materials, or designs that hinder or confuse cameras\u2019 ability to recognize and identify people.  <\/p><p>In these cases <strong>,<\/strong> we refer to <strong>&#8220;adversarial examples&#8221;\u2014<\/strong> that is, data or images designed specifically to <strong>deceive a machine learning model<\/strong>, causing it to make errors. This concept has obvious implications for the security and reliability of artificial intelligence models, particularly deep neural networks. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8db8169 elementor-widget elementor-widget-heading\" data-id=\"8db8169\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">artea.com's Contribution: Our Use Cases for Manufacturing and Healthcare<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-541856c elementor-widget elementor-widget-text-editor\" data-id=\"541856c\" 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<p>In a rapidly evolving technological landscape, <strong>artea.com<\/strong> boasts success stories involving the application of computer vision in various sectors, such as manufacturing and healthcare.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d58d4fb elementor-widget elementor-widget-heading\" data-id=\"d58d4fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Automation in the Manufacturing Industry<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f16353 elementor-widget elementor-widget-text-editor\" data-id=\"3f16353\" 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<p>In <strong>the manufacturing sector<\/strong>, by using artificial intelligence algorithms, we are able to streamline the inspection and evaluation of defects in AOI (Automated Optical Inspection)-based production processes, such as integrated circuits and PCBs (printed circuit boards).<\/p><p>The implementation of our computer vision systems automates tool positioning, eliminating the need to manually adjust guides for each part, thereby reducing the complexity of automation and increasing precision.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc08640 elementor-widget elementor-widget-heading\" data-id=\"bc08640\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Analysis of Diagnostic Images in Medicine<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be02dad elementor-widget elementor-widget-text-editor\" data-id=\"be02dad\" 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<p>In <strong>the medical field<\/strong>, we use machine learning to analyze the progression of surgical procedures, such as lip sutures. The storage and processing of 2D and 3D images enable comparative evaluation over time, facilitating the refinement of surgical and diagnostic techniques. <\/p><p>In addition, the use of neural networks to analyze prenatal ultrasound images helps detect morphological abnormalities early on, improving the effectiveness of treatments and ensuring a good quality of life for patients with cleft lip and palate.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5a77e1 elementor-widget elementor-widget-heading\" data-id=\"a5a77e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Join us in embracing the future of computer vision<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6c98e4 elementor-widget elementor-widget-text-editor\" data-id=\"c6c98e4\" 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<p>The era of computer vision is here, and the technological challenges it presents must be tackled with passion and a spirit of innovation. Find out <a href=\"https:\/\/www.artea.com\/en\/what-we-do\/\"><strong>what artea.com does<\/strong><\/a>: If you\u2019re also interested in exploring how technology can transform your business or industry, we invite you to contact us. <\/p><p>We are ready to share our expertise and tailor advanced solutions to your specific needs. 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This interdisciplinary field focuses on the ability of machines to \u201csee\u201d and interpret the external environment, in a way that mimics the human capacity to perceive through our eyes and understand the world around us. If the idea of machines that \u201csee\u201d [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":2785,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[87],"tags":[],"class_list":["post-6972","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-algorithms"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What Is Computer Vision? 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