{"id":1447,"date":"2023-03-12T06:28:35","date_gmt":"2023-03-12T06:28:35","guid":{"rendered":"https:\/\/www.mumas.in\/techguide\/?p=1447"},"modified":"2023-03-12T06:35:26","modified_gmt":"2023-03-12T06:35:26","slug":"visual-chatgpt-multimodal-ai-for-visual-content","status":"publish","type":"post","link":"https:\/\/www.mumas.in\/techguide\/visual-chatgpt-multimodal-ai-for-visual-content\/","title":{"rendered":"Visual ChatGPT \u2013 multimodal AI for visual content"},"content":{"rendered":"\n<p>The pace of progress in AI has been unprecedented in recent months, with innovations occurring so quickly that they have surpassed the typical &#8216;hype cycle&#8217; associated with the technology.<\/p>\n\n\n\n<p>Microsoft recently unveiled a new model called \u2018<a href=\"https:\/\/github.com\/microsoft\/visual-chatgpt\" target=\"_blank\" rel=\"noreferrer noopener\">Visual ChatGPT<\/a>\u2019, which incorporates different types of Visual Foundation Models (VFMs). The model allows interaction with ChatGPT beyond natural language wherein you can generate, create, modify images using prompts.<\/p>\n\n\n\n<p>It is said that Visual Foundation Models (VFMs) has shown enormous potential in computer vision. However, VFMs are less adaptable than conversational language models in human-machine interaction due to the constraints imposed by the nature of task definition and the predefined input-output formats. Now that by training the LLMs as a multimodal conversational model, it becomes a natural solution that can be leveraged as a system similar to ChatGPT, but with the ability to comprehend and create visual content. \u00a0<\/p>\n\n\n\n<p>Thereby, this feature will allow users to interact with ChatGPT using images rather than solely relying on text. Additionally, users can ask for complex image-related inquiries or seek visual editing by utilizing a multi-step approach involving various AI models. Users can also request feedback and corrections on the outcomes.<\/p>\n\n\n\n<p>Here again, the interaction happens via prompting. The Prompt Manager allows ChatGPT to utilize VFMs efficiently and receive feedback from them iteratively until the users\u2019 demands are satisfied, or a conclusion is reached. This Prompt Manager acts as a bridge between ChatGPT and VFMs and includes the following features.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Specifies the input and output formats and informs ChatGPT on the capabilities of each VFM<\/li>\n\n\n\n<li>Handles the histories, priorities, and conflicts of various Visual Foundation Models<\/li>\n\n\n\n<li>Turns various visual information, such as PNG images, depth images, and mask matrix, into language format to aid ChatGPT in understanding.<\/li>\n<\/ul>\n\n\n\n<p>Here below is how the system architecture looks like &#8211; published on the Microsoft GitHub page.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" src=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-1024x586.jpg\" alt=\"\" class=\"wp-image-1448\" srcset=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-1024x586.jpg 1024w, https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-300x172.jpg 300w, https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-768x440.jpg 768w, https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-1536x880.jpg 1536w, https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-architecture-2048x1173.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h6 class=\"wp-block-heading\">Visual ChatGPT Demo Image<\/h6>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-demo.gif\"><img loading=\"lazy\" decoding=\"async\" width=\"789\" height=\"591\" src=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/03\/visual-chatgpt-demo.gif\" alt=\"\" class=\"wp-image-1449\"\/><\/a><\/figure>\n<\/div>\n\n\n<p>But the question is, how does it perform to meet human expectations? \u00a0Researchers say, the inconsistency of the Prompt and failure of VFMs are causing worries since they lead to less-than-satisfactory generation results. There is a need for a self-correcting module to verify that execution results are consistent with human intentions and to make the needed edits. This possibly increases the the model\u2019s inference time due to its tendency to constantly course-correct itself. But in the AI race, it shall not be long to come up with solution.<\/p>\n\n\n\n<p><em>Thanks for Reading. Stay Tuned!<\/em><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/02\/divider1.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/02\/divider1.png\" alt=\"\" class=\"wp-image-1444\" width=\"512\" height=\"20\" srcset=\"https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/02\/divider1.png 512w, https:\/\/www.mumas.in\/techguide\/wp-content\/uploads\/2023\/02\/divider1-300x12.png 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p>Look forward to connecting with you!<\/p>\n\n\n\n<p>Finally, \u201c<a href=\"https:\/\/www.linkedin.com\/newsletters\/tech-minutes-6915900686312378368\/?lipi=urn%3Ali%3Apage%3Ad_flagship3_pulse_read%3BNHwekvNvSVCUcMt9essS1w%3D%3D\" target=\"_blank\" rel=\"noreferrer noopener\">subscribe<\/a>\u201d to my newsletter, so that you get notified every time when I publish.<\/p>\n\n\n\n<p>Check out some of my\u00a0<a href=\"https:\/\/www.youtube.com\/@murukeshj\" target=\"_blank\" rel=\"noreferrer noopener\">videos here<\/a>, and do\u00a0<a href=\"https:\/\/www.youtube.com\/@murukeshj?sub_confirmation=1\" target=\"_blank\" rel=\"noreferrer noopener\">subscribe\u00a0<\/a>to my channel.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The pace of progress in AI has been unprecedented in recent months, with innovations occurring so quickly that they have surpassed the typical &#8216;hype cycle&#8217; associated with the technology. Microsoft recently unveiled a new model called \u2018Visual ChatGPT\u2019, which incorporates different types of Visual Foundation Models (VFMs). The model allows interaction with ChatGPT beyond natural [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1451,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","jetpack_post_was_ever_published":false,"cybocfi_hide_featured_image":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[133,130,1],"tags":[245,243,36,244],"class_list":{"0":"post-1447","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"category-digital","9":"category-uncategorized","10":"tag-ai-chatbot","11":"tag-chatgpt3","12":"tag-microsoft","13":"tag-openai","14":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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