{"id":23529,"date":"2024-09-28T09:53:31","date_gmt":"2024-09-28T09:53:31","guid":{"rendered":"https:\/\/www.ipic.ai\/blogs\/?p=23529"},"modified":"2024-12-23T18:51:22","modified_gmt":"2024-12-23T18:51:22","slug":"ai-assisted-deep-learning-image-generation-tools-2","status":"publish","type":"post","link":"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/","title":{"rendered":"Tools and Techniques for Image Generation Advancements"},"content":{"rendered":"<p>Advancements in image generation have been significantly boosted by the latest deep learning technologies&#044; specifically models like <strong>Stable Diffusion<\/strong>.<\/p>\n<p>These models use advanced techniques to generate high-quality images from text descriptions&#044; leveraging <strong>GANs<\/strong>&#044; <strong>VAEs<\/strong>&#044; and <strong><a href=\"https:\/\/www.ipic.ai\/blogs\/a-beginners-guide-stable-diffusion-models\/\"  data-wpil-monitor-id=\"11737\">diffusion models<\/a><\/strong> to achieve unprecedented realism.<\/p>\n<p><strong>Stable Diffusion<\/strong>&#044; in particular&#044; <a href=\"https:\/\/www.ipic.ai\/blogs\/celebrity-ai-image-generator\/\"  data-wpil-monitor-id=\"12029\">generates photorealistic images<\/a> by decomposing image formation into a sequential application of denoising autoencoders&#044; allowing for notable control over image properties and styles.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\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.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Key_Takeaways\" title=\"Key Takeaways\">Key Takeaways<\/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.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Advances_in_Image_Generation\" title=\"Advances in Image Generation\">Advances in Image Generation<\/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.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Stable_Diffusion_and_DIY\" title=\"Stable Diffusion and DIY\">Stable Diffusion and DIY<\/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.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Concerns_and_Limitations\" title=\"Concerns and Limitations\">Concerns and Limitations<\/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.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Structuring_Effective_Prompts\" title=\"Structuring Effective Prompts\">Structuring Effective Prompts<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Structuring_Effective_Prompts-2\" title=\"Structuring Effective Prompts\">Structuring Effective Prompts<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Commercial_Applications\" title=\"Commercial Applications\">Commercial Applications<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Future_of_AI_Image_Generation\" title=\"Future of A.I. Image Generation\">Future of A.I. Image Generation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Frequently_Asked_Questions\" title=\"Frequently Asked Questions\">Frequently Asked Questions<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Which_Technique_Is_Best_for_Generating_New_Images_That_Look_Real\" title=\"Which Technique Is Best for Generating New Images That Look Real&#063;\">Which Technique Is Best for Generating New Images That Look Real&#063;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Which_Tool_Is_Used_to_Generate_New_Images_Based_on_the_Input\" title=\"Which Tool Is Used to Generate New Images Based on the Input&#063;\">Which Tool Is Used to Generate New Images Based on the Input&#063;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#Which_AI_Is_Used_to_Generate_Images\" title=\"Which AI Is Used to Generate Images&#063;\">Which AI Is Used to Generate Images&#063;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.ipic.ai\/blogs\/ai-assisted-deep-learning-image-generation-tools-2\/#What_Are_Image_Generation_Models\" title=\"What Are Image Generation Models&#063;\">What Are Image Generation Models&#063;<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span>Key Takeaways<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Deep learning models drive advancements in <a href=\"https:\/\/www.ipic.ai\/blogs\/ai-image-generator-with-no-filter\/\"  data-wpil-monitor-id=\"12154\">AI image generation<\/a>. <strong><a href=\"https:\/\/www.ipic.ai\/blogs\/beginners-guide-stable-diffusion-webui-automatic1111\/\"  data-wpil-monitor-id=\"11658\">Stable Diffusion<\/a><\/strong> produces high-quality images using deep learning algorithms. AI <a href=\"https:\/\/www.ipic.ai\/blogs\/chat-gpt-image-generator\/\"  data-wpil-monitor-id=\"12522\">image generation<\/a> raises concerns about <strong>bias<\/strong> and copyright infringement.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Advances_in_Image_Generation\"><\/span>Advances in Image Generation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"embed-youtube\" style=\"position: relative;width: 100%;height: 0;padding-bottom: 56.25%;margin-bottom:20px\"><\/div>\n<p>Advances in <strong>deep learning<\/strong> have led to significant <strong>improvements<\/strong> in <strong>image generation<\/strong>&#044; propelling the field forward with notable models such as <strong><a href=\"https:\/\/www.ipic.ai\/blogs\/run-stable-diffusion-on-google-colab-automatic1111\/\"  data-wpil-monitor-id=\"11703\">Stable Diffusion<\/a><\/strong> that leverage cutting-edge techniques.<\/p>\n<p>These advancements have enabled the creation of high-quality&#044; realistic images that closely <strong>mimic<\/strong> human-created visuals in regard to <strong>detail<\/strong> and <strong>accuracy<\/strong>.<\/p>\n<p><strong>AI models<\/strong> learn from vast amounts of data&#044; allowing them to generate detailed images that make sense <strong>globally<\/strong> and <strong>locally<\/strong>.<\/p>\n<p>Key technologies like <strong>Generative Adversarial Networks &#040;GANs&#041;<\/strong>&#044; <strong>Variational Autoencoders &#040;VAEs&#041;<\/strong>&#044; and <strong>Diffusion models<\/strong> have played a crucial role in achieving this unprecedented level of <strong>realism<\/strong>.<\/p>\n<p><strong>Stable Diffusion<\/strong>&#044; in particular&#044; stands out for its ability to generate detailed and coherent images from text descriptions&#044; offering more <strong>control<\/strong> and <strong>stability<\/strong> compared to previous models.<\/p>\n<p>These developments have opened up new possibilities for industries like <strong>design<\/strong>&#044; <strong>marketing<\/strong>&#044; and <strong>entertainment<\/strong>&#044; enhancing their visual elements and revolutionizing the way they create <strong>content<\/strong>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Stable_Diffusion_and_DIY\"><\/span>Stable Diffusion and DIY<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/07\/creating_art_at_home.jpg\" alt=\"creating art at home\" style=\"aspect-ratio: 16\/9\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p><strong><a href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-install-and-usage-guide-stable-diffusion\/\"  data-wpil-monitor-id=\"11757\">Stable Diffusion<\/a> and DIY<\/strong><\/p>\n<p><strong>Technical Requirements and Setup<\/strong><\/p>\n<p>Configuring <a href=\"https:\/\/www.ipic.ai\/blogs\/how-to-use-stable-diffusion\/\"  data-wpil-monitor-id=\"13070\">Stable Diffusion<\/a> on personal devices&#044; particularly those with Nvidia GPUs&#044; requires significant technical proficiency and diligent setup processes. This involves cloning the necessary GitHub repositories and running specific commands&#044; which can be challenging for non-technical users.<\/p>\n<p><strong>Advantages and Capabilities<\/strong><\/p>\n<p>Stable Diffusion offers remarkable capabilities&#044; harnessing deep learning algorithms to generate highly realistic and unique images from text descriptions. Its open-source nature allows the community to contribute and enhance the technology. For those willing to invest time and effort&#044; Stable Diffusion provides versatile presets and editing capabilities&#044; offering a DIY approach to <a href=\"https:\/\/www.ipic.ai\/blogs\/free-ai-image-api\/\"  data-wpil-monitor-id=\"13232\">AI image<\/a> generation.<\/p>\n<p><strong>Hardware Support<\/strong><\/p>\n<p>The tool is particularly suited for users with dedicated Nvidia GPUs&#044; although support for Apple M chip devices and AMD GPUs is more limited.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Concerns_and_Limitations\"><\/span>Concerns and Limitations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/07\/addressing_potential_drawbacks_here.jpg\" alt=\"addressing potential drawbacks here\" style=\"aspect-ratio: 16\/9\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p>The proliferation of AI <strong>image generators<\/strong> like Stable Diffusion raises profound concerns about <strong>copyright infringement<\/strong>&#044; <strong>offensive content<\/strong>&#044; and the perpetuation of <strong>harmful biases<\/strong>.<\/p>\n<p>These tools often rely on vast datasets&#044; potentially including copyrighted materials&#044; which can result in generated images that violate copyright laws.<\/p>\n<p>Researchers are actively addressing these concerns by developing methods to protect <strong>visual data<\/strong>&#044; such as image cloaking.<\/p>\n<p>This technology aims to prevent generated images from being used in a way that could infringe copyrights or promote harmful content.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Structuring_Effective_Prompts\"><\/span>Structuring Effective Prompts<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/07\/crafting_clear_query_guidelines.jpg\" alt=\"crafting clear query guidelines\" style=\"aspect-ratio: 16\/9\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Structuring_Effective_Prompts-2\"><\/span>Structuring Effective Prompts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Crafting Quality<\/strong> prompts is crucial for unlocking the capabilities of <a href=\"https:\/\/www.ipic.ai\/blogs\/ai-image-generator-tools\/\"  data-wpil-monitor-id=\"11847\">AI image generation tools<\/a> while mitigating their associated risks.<\/p>\n<p>A well-defined prompt significantly enhances the quality and realism of generated images. For image generators like DALL-E and Stable Diffusion&#044; the formula involves specifying the <strong>subject<\/strong>&#044; <strong>style<\/strong>&#044; and <strong>key details<\/strong>.<\/p>\n<p>This begins with a clear <strong>description<\/strong> of the subject&#044; including its <strong>actions<\/strong>&#044; <strong>state<\/strong>&#044; and <strong>mood<\/strong>.<\/p>\n<p><strong>ARTISTIC STYLE<\/strong> can range from photographs to artistic techniques like pointillism&#044; cubism&#044; or impressionism.<\/p>\n<p><strong>Lighting<\/strong>&#044; <strong>composition<\/strong>&#044; and <strong>primary colors<\/strong> add refinement.<\/p>\n<p>Outputs can be customized for various formats such as posters&#044; social media posts&#044; or email headers.<\/p>\n<p>CLI Interrogator is a tool that helps reverse engineers images to derive more detailed prompts.<\/p>\n<p>Mastering the art of crafting advanced prompts allows users to create realistic images that exceed expectations.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Commercial_Applications\"><\/span>Commercial Applications<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img loading=\"lazy\" decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/07\/business_use_case_scenarios.jpg\" alt=\"business use case scenarios\" style=\"aspect-ratio: 16\/9\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p>AI image generation technology continues to accelerate in <strong>commercial applications<\/strong>&#044; with companies like <strong>Adobe and Microsoft<\/strong> integrating this technology into their product suites to enhance <strong>creative workflows<\/strong> and customer engagement.<\/p>\n<p>The technology is being utilized in various sectors&#044; including advertising&#044; where it creates <strong>high-quality product images<\/strong> and banners quickly using simple text descriptions&#044; improving the speed and efficiency of marketing campaigns.<\/p>\n<p>In the <strong>entertainment industry<\/strong>&#044; AI image generation is streamlining the creation process for movie and video game development&#044; animation&#044; and visual effects&#044; allowing for rapid prototyping and collaboration.<\/p>\n<p>AI-generated images are also being used in <strong>e-commerce<\/strong> to enhance customer experiences through <strong>personalized visuals<\/strong>.<\/p>\n<p>Demand for interactive and personalized content is driving the market for AI image generation&#044; projected to reach &#036;10.9 billion by 2027.<\/p>\n<p>This growth reflects the industry&#039;s enthusiasm for leveraging AI image generation to drive business results and transform creative processes.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Future_of_AI_Image_Generation\"><\/span>Future of A.I. Image Generation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img loading=\"lazy\" decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/07\/artificial_intelligence_creative_output.jpg\" alt=\"artificial intelligence creative output\" style=\"aspect-ratio: 16\/9\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p><strong>Future of A.I. Image Generation<\/strong><\/p>\n<p><strong>Advancements<\/strong> in AI image generation are propelling the technology toward unprecedented heights&#044; promising future applications that will revolutionize industries and redefine human interaction with visual data.<\/p>\n<p><strong>Stable Diffusion<\/strong> and <strong>DALL-E 2<\/strong>&#044; among other leading AI tools&#044; continue to push the boundaries of quality and realism in AI-generated images.<\/p>\n<p>The rapid progress of AI image generation&#044; fueled by an increasing availability of training data&#044; faster hardware&#044; and advanced algorithms&#044; will soon render AI-generated images indistinguishable from real counterparts.<\/p>\n<p>This breakthrough will open new avenues across various sectors&#044; including media&#044; medicine&#044; and beyond.<\/p>\n<p>Researchers are actively working on safeguards like <strong>image cloaking<\/strong> to address the risks of deep fakes and misinformation.<\/p>\n<p>With the expansion of AI image generation into areas like video and 3D image creation&#044; the future of visual communication is poised to become more dynamic and transformative.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span>Frequently Asked Questions<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Which_Technique_Is_Best_for_Generating_New_Images_That_Look_Real\"><\/span>Which Technique Is Best for Generating New Images That Look Real&#063;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>Neural rendering<\/strong> and <strong>image synthesis<\/strong> techniques ensure highly realistic outputs.<\/li>\n<li><strong>Adversarial training<\/strong> enhances visual consistency and image realism.<\/li>\n<li><strong>Style transfer<\/strong> fine-tuning supports the creation of highly realistic images.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Which_Tool_Is_Used_to_Generate_New_Images_Based_on_the_Input\"><\/span>Which Tool Is Used to Generate New Images Based on the Input&#063;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Stable Diffusion&#044; Midjourney&#044; and DALL-E <strong>3<\/strong> utilize generative models to generate new images based on input.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Which_AI_Is_Used_to_Generate_Images\"><\/span>Which AI Is Used to Generate Images&#063;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Stable Diffusion<\/strong> and <strong>DALL-E 2<\/strong> are the <strong>foremost<\/strong> AI image generation models&#044; leveraging <strong>deep learning<\/strong> and <strong>neural networks<\/strong> to produce <strong>high-quality<\/strong>&#044; <strong>realistic<\/strong> images through <strong>diffusion<\/strong> processes and <strong>generative models<\/strong>&#044; revolutionizing <strong>computer vision<\/strong> and <strong>visual computing<\/strong>.<\/p>\n<p>Key takeaways&#058;<\/p>\n<ul>\n<li><strong>Diffusion<\/strong> processes enable high-quality image generation<\/li>\n<li><strong>Generative models<\/strong> produce realistic images<\/li>\n<li><strong>AI<\/strong> revolutionizes computer vision and visual computing<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"What_Are_Image_Generation_Models\"><\/span>What Are Image Generation Models&#063;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Image generation models&#044; <strong>including<\/strong> <strong>GANs<\/strong> and <strong>VAEs<\/strong>&#044; use deep learning techniques on large image datasets to synthesize convincing visual representations through pattern recognition and data augmentation.<\/p>\n<p>Key takeaways&#058;<\/p>\n<ul>\n<li><strong>GANs<\/strong> and <strong>VAEs<\/strong> are image generation models.<\/li>\n<li>They utilize deep learning on large datasets.<\/li>\n<li>They synthesize visual representations through pattern recognition and data augmentation.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Advancements in image generation have been significantly boosted by the latest deep learning technologies&#044; specifically models like Stable Diffusion. These models use advanced techniques to generate high-quality images from text descriptions&#044; leveraging GANs&#044; VAEs&#044; and diffusion models to achieve unprecedented realism. Stable Diffusion&#044; in particular&#044; generates photorealistic images by decomposing image formation into a sequential<\/p>\n","protected":false},"author":2,"featured_media":23528,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[449],"tags":[],"class_list":{"0":"post-23529","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-deep-learning-art-creators"},"_links":{"self":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts\/23529","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/comments?post=23529"}],"version-history":[{"count":11,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts\/23529\/revisions"}],"predecessor-version":[{"id":30899,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts\/23529\/revisions\/30899"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/media\/23528"}],"wp:attachment":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/media?parent=23529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/categories?post=23529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/tags?post=23529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}