{"id":23807,"date":"2023-02-19T02:30:05","date_gmt":"2023-02-18T23:30:05","guid":{"rendered":"https:\/\/klona.ua\/blog\/uncategorized\/how-do-neural-networks-generate-and-recognize-images-best-ai-art-generators"},"modified":"2023-05-10T18:24:09","modified_gmt":"2023-05-10T15:24:09","slug":"how-do-neural-networks-generate-and-recognize-images-best-ai-art-generators","status":"publish","type":"post","link":"https:\/\/klona.ua\/en\/blog\/artificial-intelligence\/how-do-neural-networks-generate-and-recognize-images-best-ai-art-generators","title":{"rendered":"How do neural networks generate and recognize images? Best AI Art Generators"},"content":{"rendered":"\n<div class=\"wp-block-group is-vertical is-content-justification-left is-layout-flex wp-container-core-group-is-layout-22 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-5 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-3 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-2 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-1 wp-block-group-is-layout-flex\">\n<p>In previous publications, we considered what <a href=\"https:\/\/klona.ua\/en?p=23753\">artificial intelligence<\/a> and <a href=\"https:\/\/klona.ua\/en\/blog\/artificial-intelligence\/big-data-what-why-and-how\">computer vision<\/a> are. Now we offer to learn more about how <strong>AI draws images<\/strong> . We will also talk about the best free <strong>AI<\/strong> <strong>image<\/strong> generators.<\/p>\n\n\n\n<p>Artificial intelligence has made a breakthrough in many areas of human activity, the field of drawing is no exception. <strong>Now<\/strong> it is not so important to be able to use a brush or pencils, <strong>the main thing is<\/strong> to clearly <strong>select words<\/strong> , and <strong>the rest of<\/strong> the work is already <strong>done by neural networks<\/strong> . <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/bestrobot_11zon-edited-2.jpg\" alt=\"robot ai drawing generation clip art&#10;\" class=\"wp-image-18595\" width=\"820\" height=\"621\"\/><\/figure><\/div>\n\n\n<p><strong>The introduction of AI<\/strong> technologies allows companies <strong>to reduce<\/strong> <strong>errors<\/strong> , increase <strong>efficiency<\/strong> and <strong>set up<\/strong> a continuous <strong>process<\/strong> . Importantly, with AI, companies <strong>do not<\/strong> need to enter and edit all the data <strong>manually<\/strong> , as the information is updated <strong>automatically<\/strong> . This and more can be provided by KLONA. Thanks to many years of experience <strong>, KLONA<\/strong> will be able to determine exactly what needs to be <strong>optimized<\/strong> in your business and <strong>offer<\/strong> innovative <strong>solutions<\/strong> to the problem. <\/p>\n\n\n\n<p>How does AI work with images? More on generating images later, but to get a clearer idea of how neural networks recognize objects, <strong>we suggest<\/strong> playing <a href=\"https:\/\/quickdraw.withgoogle.com\/\"><strong>a game<\/strong><\/a> from Google.<\/p>\n\n\n\n<div class=\"wp-block-yoast-seo-table-of-contents yoast-table-of-contents\"><h2>Content<\/h2><ul><li><a href=\"#h-%D0%BF%D0%BE%D0%B4%D1%80%D0%BE%D0%B1%D0%BD%D0%B5%D0%B5-%D0%BE-%D1%82%D0%B8%D0%BF%D0%B0%D1%85-%D0%BD%D0%B5%D0%B9%D1%80%D0%BE%D0%BD%D0%BD%D1%8B%D1%85-%D1%81%D0%B5%D1%82%D0%B5%D0%B9\" data-level=\"2\">More about types of neural networks<\/a><\/li><li><a href=\"#h-%D1%87%D1%82%D0%BE-%D1%82%D0%B0%D0%BA%D0%BE%D0%B5-%D1%81%D0%B2%D0%B5%D1%80%D1%82%D0%BE%D1%87%D0%BD%D1%8B%D0%B5-%D0%BD%D0%B5%D0%B9%D1%80%D0%BE%D1%81%D0%B5%D1%82%D0%B8\" data-level=\"2\">What are Convolutional Neural Networks?<\/a><\/li><li><a href=\"#h-%D0%BA%D0%B0%D0%BA-%D0%B0%D0%BB%D0%B3%D0%BE%D1%80%D0%B8%D1%82%D0%BC%D1%8B-%D1%81%D0%B2%D0%B5%D1%80%D1%82%D0%BE%D1%87%D0%BD%D1%8B%D1%85-%D1%81%D0%B5%D1%82%D0%B5%D0%B9-%D0%BE%D0%BF%D0%BE%D0%B7%D0%BD%D0%B0%D1%8E%D1%82-%D0%BA%D0%B0%D1%80%D1%82%D0%B8%D0%BD%D0%BA%D0%B8\" data-level=\"2\">How do convolutional network algorithms recognize pictures?<\/a><\/li><li><a href=\"#h-%D0%BA%D0%B0%D0%BA-%D1%83%D1%81%D1%82%D1%80%D0%BE%D0%B5%D0%BD%D1%8B-%D1%81%D0%B2%D0%B5%D1%80%D1%82%D0%BE%D1%87%D0%BD%D1%8B%D0%B5-%D0%BD%D0%B5%D0%B9%D1%80%D0%BE%D1%81%D0%B5%D1%82%D0%B8\" data-level=\"2\">How are convolutional neural networks arranged?<\/a><\/li><li><a href=\"#h-%D1%87%D1%82%D0%BE-%D1%82%D0%B0%D0%BA%D0%BE%D0%B5-%D0%B3%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%BE%D1%80-%D0%BA%D0%B0%D1%80%D1%82%D0%B8%D0%BD%D0%BE%D0%BA-%D0%B8%D1%81%D0%BA%D1%83%D1%81%D1%81%D1%82%D0%B2%D0%B5%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE-%D0%B8%D0%BD%D1%82%D0%B5%D0%BB%D0%BB%D0%B5%D0%BA%D1%82%D0%B0\" data-level=\"2\">What is an artificial intelligence image generator?<\/a><\/li><li><a href=\"#h-%D0%BA%D0%B0%D0%BA-%D0%BD%D0%B5%D0%B9%D1%80%D0%BE%D1%81%D0%B5%D1%82%D0%B8-%D0%B3%D0%B5%D0%BD%D0%B5%D1%80%D0%B8%D1%80%D1%83%D1%8E%D1%82-%D0%B8%D0%B7%D0%BE%D0%B1%D1%80%D0%B0%D0%B6%D0%B5%D0%BD%D0%B8%D1%8F\" data-level=\"2\">How do neural networks generate images?<\/a><\/li><li><a href=\"#h-%D0%BB%D1%83%D1%87%D1%88%D0%B8%D0%B5-%D0%B8%D0%B8-%D0%B3%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%BE%D1%80%D1%8B-%D0%B4%D0%BB%D1%8F-%D1%80%D0%B8%D1%81%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F-%D0%BA%D0%B0%D1%80%D1%82%D0%B8%D0%BD%D0%BE%D0%BA\" data-level=\"2\">The best AI generators for drawing pictures<\/a><ul><li><a href=\"#h-images-ai\" data-level=\"3\">Images.ai<\/a><\/li><li><a href=\"#h-wombo-dream\" data-level=\"3\">wombo dream<\/a><\/li><li><a href=\"#h-artbreeder\" data-level=\"3\">Artbreeder<\/a><\/li><li><a href=\"#h-deep-dream-generator\" data-level=\"3\">Deep Dream Generator<\/a><\/li><li><a href=\"#h-craiyon\" data-level=\"3\">Craiyon<\/a><\/li><\/ul><\/li><li><a href=\"#h-%D0%BD%D0%B5%D0%B4%D0%BE%D1%81%D1%82%D0%B0%D1%82%D0%BA%D0%B8-%D0%B8%D1%81%D0%BF%D0%BE%D0%BB%D1%8C%D0%B7%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F-%D0%BD%D0%B5%D0%B9%D1%80%D0%BE%D1%81%D0%B5%D1%82%D0%B5%D0%B9-%D0%BF%D1%80%D0%B8-%D0%B3%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%86%D0%B8%D0%B8-%D0%BA%D0%B0%D1%80%D1%82%D0%B8%D0%BD%D0%BE%D0%BA\" data-level=\"2\">Disadvantages of using neural networks when generating images<\/a><\/li><li><a href=\"#h-%D1%87%D1%82%D0%BE-%D0%B4%D0%B0%D0%BB%D1%8C%D1%88%D0%B5-%D0%B1%D1%83%D0%B4%D1%83%D1%89%D0%B5%D0%B5-%D0%B8%D0%B8-%D1%80%D0%B8%D1%81%D1%83%D0%BD%D0%BA%D0%BE%D0%B2\" data-level=\"2\">What&#8217;s next? The future of drawing AI <\/a><\/li><\/ul><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-7 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-6 wp-block-group-is-layout-flex\">\n<h2 class=\"wp-block-heading\" id=\"h-&#x43F;&#x43E;&#x434;&#x440;&#x43E;&#x431;&#x43D;&#x435;&#x435;-&#x43E;-&#x442;&#x438;&#x43F;&#x430;&#x445;-&#x43D;&#x435;&#x439;&#x440;&#x43E;&#x43D;&#x43D;&#x44B;&#x445;-&#x441;&#x435;&#x442;&#x435;&#x439;\">More about types of neural networks<\/h2>\n\n\n\n<p>Neural networks train the computer to perform tasks that are already natural for humans. There are different <strong>types<\/strong> of neural networks in deep learning: <strong>Convolutional<\/strong> Neural Networks (CNN), <strong>Recurrent<\/strong> Neural Networks (RNN), <strong>Artificial<\/strong> Neural Networks (ANN) and others. So, it was convolutional neural networks (CNNs) that made a significant contribution to the field of computer vision and image analysis.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x447;&#x442;&#x43E;-&#x442;&#x430;&#x43A;&#x43E;&#x435;-&#x441;&#x432;&#x435;&#x440;&#x442;&#x43E;&#x447;&#x43D;&#x44B;&#x435;-&#x43D;&#x435;&#x439;&#x440;&#x43E;&#x441;&#x435;&#x442;&#x438;\">What are Convolutional Neural Networks?<\/h2>\n\n\n\n<p>While artificial neural networks are used to process tabular and textual information, convolutional neural network algorithms are more efficient in dealing <strong>with visual data<\/strong> , since they process data <strong>in a less linear way<\/strong> .<\/p>\n\n\n\n<p>Convolutional Neural Network ( <strong>CNN<\/strong> ) is a technology that has one or more convolutional layers and is used <strong>for image processing<\/strong> , data classification and segmentation.<\/p>\n\n\n\n<p>The technology algorithm processes the data <strong>in a grid<\/strong> and then extracts important features. One of the huge benefits of using a CNN is that you <strong>don&#8217;t have to<\/strong> do a lot of image <strong>pre-processing<\/strong> . The main <strong>goal of<\/strong> a Convolutional Neural Network is to <strong>transform<\/strong> the data into forms that are easier to process <strong>without losing features<\/strong> that are important in figuring out what the data is.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x43A;&#x430;&#x43A;-&#x430;&#x43B;&#x433;&#x43E;&#x440;&#x438;&#x442;&#x43C;&#x44B;-&#x441;&#x432;&#x435;&#x440;&#x442;&#x43E;&#x447;&#x43D;&#x44B;&#x445;-&#x441;&#x435;&#x442;&#x435;&#x439;-&#x43E;&#x43F;&#x43E;&#x437;&#x43D;&#x430;&#x44E;&#x442;-&#x43A;&#x430;&#x440;&#x442;&#x438;&#x43D;&#x43A;&#x438;\">How do convolutional network algorithms recognize pictures?<\/h2>\n\n\n\n<p>Well, we found out what type of neural networks are best suited when working with images. <strong>At a naive level,<\/strong> the concept of recognition<strong> <\/strong>explained data science professor Matthew Stewart <strong>using swans as an example<\/strong> . <\/p>\n\n\n\n<p>Suppose we want to create a neural network model capable of recognizing swans in images. The swan has certain <strong>characteristics<\/strong> that are used to determine whether a swan is in the photo or not, for example, its long <strong>neck<\/strong> , its white <strong>color<\/strong> , and others.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-16 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-15 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-14 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-8 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"726\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2-1024x726.png\" alt=\"AI swan how neural networks recognize pictures\" class=\"wp-image-18632\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2-1024x726.png 1024w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2-300x213.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2-768x545.png 768w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2-1536x1090.png 1536w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2-1320x936.png 1320w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/lebed1-1-2.png 1748w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"726\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1-1024x726.png\" alt=\"AI swan in flight how neural networks recognize pictures\" class=\"wp-image-18629\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1-1024x726.png 1024w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1-300x213.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1-768x545.png 768w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1-1536x1090.png 1536w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1-1320x936.png 1320w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/ovalnoe-tulovishhe-s-s-ili-bez-bolshih-belyh-simmetrichnyh-ovalnyh-krylev-1-1-1.png 1748w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-9 wp-block-group-is-layout-flex\">\n<p>Let&#8217;s also take into account <strong>non-standard cases<\/strong> , then more complex parameters come into play.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"726\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1-1024x726.png\" alt=\"neural networks recognize pictures AI example\" class=\"wp-image-18529\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1-1024x726.png 1024w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1-300x213.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1-768x545.png 768w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1-1536x1090.png 1536w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1-1320x936.png 1320w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dlinnaya-belaya-pryamougolnaya-sheya-s-cherno-oranzhevym-klyuvom-mozhet-byt-povernuta-nazad-1.png 1748w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p>Could the situation get worse? Definitely yes.<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-flex wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-11 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/8198271120_55b10db09f_z_11zon-edited.jpg\" alt=\"inflatable duck swan \" class=\"wp-image-18598\" width=\"304\" height=\"228\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/8198271120_55b10db09f_z_11zon-edited.jpg 612w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/8198271120_55b10db09f_z_11zon-edited-300x225.jpg 300w\" sizes=\"(max-width: 304px) 100vw, 304px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-10 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/oip-1_11zon.jpg\" alt=\"swan hiding in the water\" class=\"wp-image-18538\" width=\"335\" height=\"224\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/r-2_11zon.jpg\" alt=\"swan disguise\" class=\"wp-image-18535\" width=\"302\" height=\"231\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/r-2_11zon.jpg 620w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/r-2_11zon-300x230.jpg 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/r-2_11zon-335x255.jpg 335w\" sizes=\"(max-width: 302px) 100vw, 302px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>But the world is diverse, according to such characteristics, one can confuse a swan with some other bird. <strong>For<\/strong> more <strong>accurate identification<\/strong> of objects, <strong>convolutional<\/strong> neural <strong>networks<\/strong> are used.<\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x43A;&#x430;&#x43A;-&#x443;&#x441;&#x442;&#x440;&#x43E;&#x435;&#x43D;&#x44B;-&#x441;&#x432;&#x435;&#x440;&#x442;&#x43E;&#x447;&#x43D;&#x44B;&#x435;-&#x43D;&#x435;&#x439;&#x440;&#x43E;&#x441;&#x435;&#x442;&#x438;\">How are convolutional neural networks arranged?<\/h2>\n\n\n\n<p>As we have already indicated, convolutional neural networks can consist of one or more layers. In total there are <strong>3<\/strong> main <strong>types of layers<\/strong> :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Convolutional<\/strong> layer<\/li>\n\n\n\n<li><strong>unifying<\/strong> layer<\/li>\n\n\n\n<li><strong>Fully connected<\/strong> (FC) layer<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"850\" height=\"353\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/0_dbwtm1n4eikx1-hm-1_11zon.jpg\" alt=\"neural networks types layers of convolutional neural networks diagram\" class=\"wp-image-18541\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/0_dbwtm1n4eikx1-hm-1_11zon.jpg 850w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/0_dbwtm1n4eikx1-hm-1_11zon-300x125.jpg 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/0_dbwtm1n4eikx1-hm-1_11zon-768x319.jpg 768w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Convolutional<\/strong> layer<\/li>\n<\/ul>\n\n\n\n<p>The first layer of convolutional networks is the convolutional layer. This type is used <strong>to extract<\/strong> <strong>feature<\/strong> maps from the input image while maintaining relationships between pixels. The early layer deals with basic elements like colors and borders.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>unifying<\/strong> layer<\/li>\n<\/ul>\n\n\n\n<p>The pooling layer is one of the building blocks of convolutional neural networks. This is the pooling level that <strong>retains<\/strong> the most important <strong>information while reducing<\/strong> the number of <strong>parameters<\/strong> . In particular, this layer works effectively with large images. Spatial merging can be performed with different maximum, average, and total values.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fully Connected<\/strong> Layer<\/li>\n<\/ul>\n\n\n\n<p>The last layer of a convolutional neural network is a fully connected layer. This layer <strong>takes the output of<\/strong> the previous layers, &#8221; <strong>flattens<\/strong> &#8221; it, and <strong>turns it<\/strong> into a single vector. Neural networks are a set of dependent non-linear functions. As usual, adding a fully connected layer is an inexpensive way to explore non-linear combinations of these features.<\/p>\n\n\n\n<p>See also: <strong><a href=\"https:\/\/klona.ua\/en\/blog\/3d-modeling-and-visualization\/creation-of-architectural-models-from-house-to-trees\">Creating architectural models: from the house to the trees<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x447;&#x442;&#x43E;-&#x442;&#x430;&#x43A;&#x43E;&#x435;-&#x433;&#x435;&#x43D;&#x435;&#x440;&#x430;&#x442;&#x43E;&#x440;-&#x43A;&#x430;&#x440;&#x442;&#x438;&#x43D;&#x43E;&#x43A;-&#x438;&#x441;&#x43A;&#x443;&#x441;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x43E;&#x433;&#x43E;-&#x438;&#x43D;&#x442;&#x435;&#x43B;&#x43B;&#x435;&#x43A;&#x442;&#x430;\">What is an artificial intelligence image generator?<\/h2>\n\n\n\n<p>A neural network art <strong>generator<\/strong> is software that uses AI to create <strong>pictures from<\/strong> <strong>text<\/strong> input. Images vary in style, usually the functionality allows you to create art <strong>in any style<\/strong> . This includes anime, fantasy, isometric, cinematic, modern, renaissance and others.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x43A;&#x430;&#x43A;-&#x43D;&#x435;&#x439;&#x440;&#x43E;&#x441;&#x435;&#x442;&#x438;-&#x433;&#x435;&#x43D;&#x435;&#x440;&#x438;&#x440;&#x443;&#x44E;&#x442;-&#x438;&#x437;&#x43E;&#x431;&#x440;&#x430;&#x436;&#x435;&#x43D;&#x438;&#x44F;\">How do neural networks generate images?<\/h2>\n\n\n\n<p>AI draws pictures in the process of machine learning, when <strong>the machine &#8220;learns&#8221;<\/strong> some <strong>information<\/strong> and uses it <strong>to<\/strong> create <strong>a new image<\/strong> . <\/p>\n\n\n\n<p>To create new images, we use an architecture called <a href=\"https:\/\/evergreens.com.ua\/ru\/articles\/gan.html\">Generative Adversarial Networks<\/a> (GANs). The main components <strong>of a GAN<\/strong> are <strong>a generator<\/strong> and <strong>a discriminator<\/strong> , which are built on convolutional neural networks. <\/p>\n\n\n\n<p>The first network, <strong>the generator<\/strong> , <strong>generates<\/strong> new data. The second network, <strong>the discriminator<\/strong> , is used <strong>to measure the quality<\/strong> of the generated images. The network <strong>guesses<\/strong> whether it is <strong>a real<\/strong> image obtained from a dataset <strong>or a fake<\/strong> image generated by a generator. The discriminator evaluates the quality of the generator results on a scale from 0 to 1. If <strong>the score<\/strong> is too <strong>low<\/strong> , <strong>the generator corrects<\/strong> the data and resubmits it for validation.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-14-2_11zon.png\" alt=\"neural networks generate pictures diagram stages\" class=\"wp-image-18544\" width=\"840\" height=\"375\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-14-2_11zon.png 613w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-14-2_11zon-300x134.png 300w\" sizes=\"(max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-17 wp-block-group-is-layout-flex\">\n<p>An important component is the <a href=\"https:\/\/www.bing.com\/search?q=%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d1%8c+clip+%d0%b4%d0%bb%d1%8f+%d1%87%d0%b5%d0%b3%d0%be+%d0%bd%d1%83%d0%b6%d0%bd%d0%b0&amp;FORM=QSRE1\"><strong>CLIP<\/strong><\/a> model, which, among the set of captions, <strong>finds<\/strong> the most <strong>accurate description<\/strong> for the image. For this, there is <strong>a submodule<\/strong> that <strong>evaluates the similarity<\/strong> between an image and a text description.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"816\" height=\"544\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/generate-data.webp\" alt=\"AI draws images from text description technology\" class=\"wp-image-18547\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/generate-data.webp 816w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/generate-data-300x200.webp 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/generate-data-768x512.webp 768w\" sizes=\"(max-width: 816px) 100vw, 816px\" \/><\/figure>\n<\/div>\n\n\n\n<p><strong>The final<\/strong> picture is created by <strong>combining CLIP<\/strong> and <strong>GAN<\/strong> . <strong>GAN generates<\/strong> an image, <strong>CLIP finds the similarity<\/strong> between the text description and the image, and so on <strong>until<\/strong> we get <strong>the maximum<\/strong> similarity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x43B;&#x443;&#x447;&#x448;&#x438;&#x435;-&#x438;&#x438;-&#x433;&#x435;&#x43D;&#x435;&#x440;&#x430;&#x442;&#x43E;&#x440;&#x44B;-&#x434;&#x43B;&#x44F;-&#x440;&#x438;&#x441;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x44F;-&#x43A;&#x430;&#x440;&#x442;&#x438;&#x43D;&#x43E;&#x43A;\">The best AI generators for drawing pictures<\/h2>\n\n\n\n<p>Numerous AI image generators use artificial intelligence algorithms <strong>to<\/strong> convert <strong>text into graphics<\/strong> . These AI tools can be a great way to quickly <strong>visualize<\/strong> your <strong>thoughts<\/strong> or ideas in a couple of seconds.<\/p>\n\n\n\n<p>Which AI Image Generator Should You Try? We have prepared <strong>the top 6<\/strong> available <strong>editors<\/strong> and <strong>examples<\/strong> <strong>of images<\/strong> generated by them. For a better assessment of which platform suits you, we have prepared <strong>all the pictures<\/strong> <strong>under<\/strong> the general <strong>description<\/strong> : \u201cBeautiful misty mountain <strong>landscape with<\/strong> pink <strong>flowers<\/strong> \u201d.<\/p>\n\n\n\n<h3 class=\"has-text-align-left wp-block-heading\">night cafe<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/creator.nightcafe.studio\/create\" target=\"_blank\" rel=\"noreferrer noopener\">NightCafe<\/a> is one of the biggest names in the world of artificial intelligence generators. It is known for having <strong>more algorithms<\/strong> and options <strong>than other<\/strong> generators, but it is also very <strong>easy<\/strong> for beginners <strong>to learn<\/strong> . NightCafe is based <strong>on a credit system<\/strong> but has a generous free tier.<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-layout-flex wp-container-core-group-is-layout-18 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-8_11zon-edited.png\" alt=\"AI art generator NightCafe night cafe\" class=\"wp-image-18604\" width=\"496\" height=\"536\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/gcdcjneigyyri6fvuplo_11zon-edited.jpg\" alt=\"AI draws an image generated by an example of a night cafe&#10;\" class=\"wp-image-18601\" width=\"488\" height=\"363\"\/><\/figure>\n<\/div>\n\n\n\n<p>How does the editor <strong>work<\/strong> ?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The first way is a neural-style transfer. With this art creation method, you <strong>need to upload a photo<\/strong> and then <strong>select an image &#8220;style&#8221;<\/strong> to have the AI recreate the photo.<\/li>\n\n\n\n<li>The second way is to generate images <strong>from text to image<\/strong> . With this method, all you have to do is enter your digital art idea, follow the prompts, and let NightCafe&#8217;s powerful AI create the artwork for you.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-images-ai\">Images.ai<\/h3>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><a href=\"https:\/\/images.ai\/\">images.ai<\/a><\/li>\n<\/ol>\n\n\n\n<p>Images.ai is intentionally designed to be simple, <strong>no confusing commands<\/strong> &#8211; just enter a search term and an impressive piece of art will be created.<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-layout-flex wp-container-core-group-is-layout-19 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-9-edited.png\" alt=\"Images.ai image generator\" class=\"wp-image-18614\" width=\"523\" height=\"330\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/mistylandscape_11zon.jpg\" alt=\"Images.ai picture of a neural network drawing an example of a mountain landscape\" class=\"wp-image-18559\" width=\"528\" height=\"393\"\/><\/figure>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-wombo-dream\">wombo dream<\/h3>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li><a href=\"https:\/\/dream.ai\/create\">wombo dream<\/a><\/li>\n<\/ol>\n\n\n\n<p>If you want to try your hand at AI image generation, then WOMBO Dream is a <strong>good<\/strong> option <strong>for beginners<\/strong> . You can <strong>upload<\/strong> your own <strong>image<\/strong> or photo as the basis for the graphic, or just <strong>use<\/strong> your own <strong>phrase<\/strong> as a clue.<\/p>\n\n\n\n<div class=\"wp-block-group is-horizontal is-content-justification-center is-layout-flex wp-container-core-group-is-layout-20 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon-1024x530.png\" alt=\"AI generator art Wombo dream\" class=\"wp-image-18562\" width=\"562\" height=\"290\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon-1024x530.png 1024w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon-300x155.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon-768x397.png 768w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon-1536x795.png 1536w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon-1320x683.png 1320w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-10_11zon.png 1724w\" sizes=\"(max-width: 562px) 100vw, 562px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/dream_tradingcard_11zon-1-edited.jpg\" alt=\"\" class=\"wp-image-18734\" width=\"563\" height=\"439\"\/><\/figure>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-artbreeder\">Artbreeder<\/h3>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li><a href=\"https:\/\/www.artbreeder.com\/\">Artbreeder<\/a><\/li>\n<\/ol>\n\n\n\n<p>Artbreeder offers a wide range of stock photos for editing. Users also have the option <strong>to upload their<\/strong> own base <strong>photos<\/strong> to create artwork. Users change the values of various settings and image properties. Take, for example, portraits. Users have the ability <strong>to change<\/strong> their <strong>facial<\/strong> expression, hair <strong>color<\/strong> , eye color, and gender among other things. The AI app is free, but there are also paid options.<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-layout-flex wp-container-core-group-is-layout-21 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-4_11zon.png\" alt=\"Artbreeder image generator \" class=\"wp-image-18568\" width=\"498\" height=\"464\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-4_11zon.png 940w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-4_11zon-300x280.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-4_11zon-768x717.png 768w\" sizes=\"(max-width: 498px) 100vw, 498px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land4_11zon.png\" alt=\"Artbreeder AI paints the landscape\" class=\"wp-image-18571\" width=\"494\" height=\"494\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land4_11zon.png 512w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land4_11zon-300x300.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land4_11zon-150x150.png 150w\" sizes=\"(max-width: 494px) 100vw, 494px\" \/><\/figure>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-deep-dream-generator\">Deep Dream Generator<\/h3>\n<\/div>\n\n<p><\/p>\n\n<div class=\"wp-block-group is-horizontal is-layout-flex wp-block-group-is-layout-flex\">\n<ol class=\"wp-block-list\" start=\"5\">\n<li><a href=\"https:\/\/deepdreamgenerator.com\/\"> Deep Dream Generator<\/a><\/li>\n<\/ol>\n\n\n\n<p>Google founded Deep Dream Generator in 2009 as a computer vision program, and it was designed <strong>to find<\/strong> and improve <strong>image patterns<\/strong> based on existing image data that is processed by a computer. Over time, some artists began to use it to create visual effects in a surreal and abstract style. Some <strong>artists<\/strong> <strong>use<\/strong> the Deep Dream Generator and its tools to create artwork <strong>instead of<\/strong> using <strong>traditional painting methods<\/strong> .<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-layout-flex wp-container-core-group-is-layout-23 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon-1024x531.png\" alt=\"Deep Dream Generator neural networks generate pictures application online\" class=\"wp-image-18574\" width=\"538\" height=\"279\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon-1024x531.png 1024w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon-300x156.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon-768x399.png 768w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon-1536x797.png 1536w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon-1320x685.png 1320w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-11_11zon.png 1721w\" sizes=\"(max-width: 538px) 100vw, 538px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land5_11zon.jpg\" alt=\"mountain landscape with flowers online generation from text Deep Dream Generator \" class=\"wp-image-18577\" width=\"535\" height=\"420\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land5_11zon.jpg 896w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land5_11zon-300x236.jpg 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/land5_11zon-768x603.jpg 768w\" sizes=\"(max-width: 535px) 100vw, 535px\" \/><\/figure>\n<\/div>\n\n\n\n<p>With Deep Dream Generator you <strong>can explore<\/strong> the idea of <strong>deep neural networks<\/strong> . After studying the art style and drawing, the image turns into an abstract work of art with different layers and features.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-craiyon\">Craiyon<\/h3>\n<\/div>\n\n<p><\/p>\n\n<div class=\"wp-block-group is-horizontal is-layout-flex wp-block-group-is-layout-flex\">\n<ol class=\"wp-block-list\" start=\"6\">\n<li><a href=\"https:\/\/www.craiyon.com\/\">Craiyon<\/a><\/li>\n<\/ol>\n\n\n\n<p>The advantage is that the service is absolutely free. The good thing is that since you have an unlimited number of hints, you <strong>can<\/strong> keep <strong>tweaking the hints<\/strong> until you get exactly what you want. The site is also so easy to use, which makes this AI generator a strong contender.<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-layout-flex wp-container-core-group-is-layout-25 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-07-12_11zon-1024x671.png\" alt=\"AI Text Image Generator Craiyon\" class=\"wp-image-18580\" width=\"511\" height=\"337\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-5_11zon.png\" alt=\"mountain landscape photo AI draws from text\" class=\"wp-image-18583\" width=\"511\" height=\"512\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-5_11zon.png 840w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-5_11zon-300x300.png 300w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-5_11zon-150x150.png 150w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/2023-02-08-5_11zon-768x771.png 768w\" sizes=\"(max-width: 511px) 100vw, 511px\" \/><\/figure>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x43D;&#x435;&#x434;&#x43E;&#x441;&#x442;&#x430;&#x442;&#x43A;&#x438;-&#x438;&#x441;&#x43F;&#x43E;&#x43B;&#x44C;&#x437;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x44F;-&#x43D;&#x435;&#x439;&#x440;&#x43E;&#x441;&#x435;&#x442;&#x435;&#x439;-&#x43F;&#x440;&#x438;-&#x433;&#x435;&#x43D;&#x435;&#x440;&#x430;&#x446;&#x438;&#x438;-&#x43A;&#x430;&#x440;&#x442;&#x438;&#x43D;&#x43E;&#x43A;\">Disadvantages of using neural networks when generating images<\/h2>\n\n\n\n<p>But not everything is so perfect, in many ways AI drawings <strong>fall short<\/strong> of human creations. There are <strong>a number of reasons<\/strong> for this:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>To obtain satisfactory results, <strong>a large number of examples<\/strong> , up to several thousand, is required. The complexity of manually specifying formulas is replaced by searching for a large amount of data and processing them to a similar structure. <\/li>\n\n\n\n<li>Images <strong>are difficult to control<\/strong> : standard implementations <strong>do not<\/strong> allow, for example, <strong>changing<\/strong> some <strong>parts of an image<\/strong> without changing other parts. To do this, it is necessary to seriously change the architecture of the network. <\/li>\n\n\n\n<li>AI generators use <strong>images without the permission<\/strong> of the artists. Image generating programs can simply take this data and work on it <strong>without notifying<\/strong> the original <strong>owners<\/strong> . Some people end up noticing artwork that looks like their own but that they never created.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-&#x447;&#x442;&#x43E;-&#x434;&#x430;&#x43B;&#x44C;&#x448;&#x435;-&#x431;&#x443;&#x434;&#x443;&#x449;&#x435;&#x435;-&#x438;&#x438;-&#x440;&#x438;&#x441;&#x443;&#x43D;&#x43A;&#x43E;&#x432;\">What&#8217;s next? The future of drawing AI <\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-28 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-27 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p>When it comes to creating images, you cannot say that neural networks are superior to humans. But <strong>still<\/strong> <strong>ahead<\/strong> : we are smoothly <strong>moving<\/strong> on from the development of the algorithm <strong>to the study<\/strong> of its <strong>capabilities<\/strong> . <\/p>\n\n\n\n<p>We should perceive neural networks not as competitors, but as helpers. The same goes for creating illustrations. <strong>Neural networks<\/strong> become <strong>a kaleidoscope of data<\/strong> . The artist, like a child, looks at the images and chooses the best of them, like a critic. As a result, the neural network <strong>allows<\/strong> you to look <strong>into the surreal world<\/strong> , the journey through which is as interesting as its images.<\/p>\n\n\n\n<p>What exactly <strong>AI cannot<\/strong> generate on its own is <strong>a high-quality 3D model<\/strong> . <strong>It is better to entrust<\/strong> such work to real <strong>specialists<\/strong> . <strong>KLONA<\/strong> provides its services in industrial design. <\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/artsurreal_11zon-3-627x1024.jpg\" alt=\"AI draws pictures new reality \" class=\"wp-image-18639\" width=\"409\" height=\"668\" srcset=\"https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/artsurreal_11zon-3-627x1024.jpg 627w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/artsurreal_11zon-3-184x300.jpg 184w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/artsurreal_11zon-3-768x1254.jpg 768w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/artsurreal_11zon-3-940x1536.jpg 940w, https:\/\/klona.ua\/wp-content\/uploads\/2023\/02\/artsurreal_11zon-3.jpg 960w\" sizes=\"(max-width: 409px) 100vw, 409px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p>In addition to designing a new 3D model, the company will also <strong>help<\/strong> you <strong>refine<\/strong> and eliminate errors in an already finished one, <strong>build<\/strong> a 3D model <strong>from a photograph<\/strong> , drawing or sample. And that&#8217;s not all services, <strong>find out<\/strong> more <strong><a href=\"https:\/\/klona.ua\/en\/uslugi_cat\/industrial-design-and-3d-modeling\">here<\/a><\/strong> .<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence has made a breakthrough in many areas of human activity, the field of drawing is no exception. Now it is not so important to be able to use a brush or pencils, the main thing is to clearly select words, and the rest of the work is already done by neural networks. <\/p>\n","protected":false},"author":50,"featured_media":18587,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[741,827],"tags":[],"class_list":["post-23807","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3d-modeling-and-visualization","category-artificial-intelligence"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v18.6 (Yoast SEO v23.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How do neural networks generate and recognize images? 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Best AI Art Generators","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/klona.ua\/en\/blog\/artificial-intelligence\/how-do-neural-networks-generate-and-recognize-images-best-ai-art-generators","og_locale":"en_US","og_type":"article","og_title":"How do neural networks generate and recognize images? Best AI Art Generators","og_description":"Artificial intelligence has made a breakthrough in many areas of human activity, the field of drawing is no exception. 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