[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-120040-en":3,"doc-seo-120040-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},120040,4398048950312,"Violet","https://ap-avatar.wpscdn.com/avatar/400002538284de19e3c?_k=1778320343897328908",8,"Research & Report","Machine learning and AI in graphics development - Research overview","Machine learning and AI integration is explored in the context of software computer graphics and development technologies, covering how rendering, animation, and immersive experiences evolve through modern tools. The research outlines key advancements and trends across computer-generated imagery, animation pipelines, virtual reality, and augmented reality, emphasizing rendering methods such as ray tracing and global illumination. Development technologies like game engines, graphics APIs, and shader programming are discussed alongside AI-driven enhancement of interactive digital environments and narrative visual content.","Machine learning and AI in graphics development  \nHusan Umarov *, Vasila Mirzaraimova, Muyassar Yakubova, and Ravshanbek Tashpulatov Tashkent State Technical University named after Islam Karimov, Tashkent, Uzbekistan  \nAbstract. The fusion of software computer graphics and development technologies has revolutionized the digital landscape, opening new frontiersin visual storytelling, interactive experiences, and digital innovation. This article explores the latest advancements, techniques, and trends shaping the dynamic realm of computer-generated imagery, animation, virtual reality, and development tools. From advanced rendering techniques like ray tracing and global illumination to the immersive worlds of virtual and augmented reality, software computer graphics are transforming how we perceive and interact with digital content. Development technologies such as game engines, graphics APIs, and shade programming empower creators to craft visually stunning and interactive experiences across a wide range of platforms. The abstract delves into the intricacies of animation tools, virtual reality design principles, and the integration of machine learning and AI in graphics development. By examining the synergy between artistry, technology, and innovation, this research illuminates the transformative potential of software computer graphics in creating engaging narratives,  \ndynamic visual content, and interactive digital environments.  \n1 Introduction  \nAs the field continues to evolve, future trends in real-time ray tracing, cloud-based rendering, and haptic feedback promise to further enhance the capabilities and immersive qualities of digital experiences. By embracing these cutting-edge technologies and approaches, creators, developers, and innovators can unlock new avenues for storytelling, design, and user engagement in a rapidly evolving digital landscape [1] .  \nThrough a comprehensive exploration of software computer graphics and development technologies, this article aims to inspire creativity, spark innovation, and showcase the boundless possibilities that lie at the intersection of artistic expression and technological advancement in the digital age.  \nDigital technologies are technologies that are based on representing signals in discrete bands of analog levels, rather than as a continuous spectrum: benefits, disadvantages, notes, literature and links. Typically these are 0, 1, NULL, which in Boolean algebra have the values“False”,“True” and in the presence of NULL “no result”, respectively. Digital circuits consist mainly of logical elements such as AND, OR, NOT, etc., and can be interconnected by counters and flip-flops [2] .  \n* [Corresponding author: ](Corresponding author: nafistairova@gmail.com)[nafistairova@gmail.com](Corresponding author: nafistairova@gmail.com)  \n© The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0 ([https://creativecommons.org/licenses/by/4.0/](https://creativecommons.org/licenses/by/4.0/)).  \nDigital technologies are primarily used in computational digital electronics, primarily computers, in various fields of electrical engineering such as gaming machines, robotics, automation, instrumentation, radio and telecommunication devices, and many other digital devices. When files are used on the Internet for a long time, they can be subject to various distortions (cropping, reduction in size, overlay of logos, conversion to another format, removal of metadata), which causes “digital wear”. One example of this process is the use of photo hosting sites. Often, users use photo hosting sites as a place to store photos and delete the originals from their devices, which is why they are left with photos with degraded properties. Today, information and communication technologies (ICT) play an important role in solving the priority tasks of training and education. ICT can be used in all types of activities: gaming","cbCainQFiwQDXmxh","https://ap.wps.com/l/cbCainQFiwQDXmxh","pdf",202508,1,6,"English","en",105,"# Introduction\n## Future trends in real-time ray tracing and cloud rendering\n## Role of development technologies (engines, APIs, shaders)\n## Digital technologies background and digital wear\n## ICT applications in education and interactive activities","[{\"question\":\"What areas of graphics development are covered in the document?\",\"answer\":\"It addresses computer-generated imagery, animation tools, virtual reality/augmented reality design principles, and development tools used to build interactive digital experiences.\"},{\"question\":\"Which rendering techniques and immersive technologies are highlighted?\",\"answer\":\"It highlights advanced rendering approaches such as ray tracing and global illumination, and discusses immersive environments enabled by virtual and augmented reality.\"},{\"question\":\"How do development technologies support creators’ work?\",\"answer\":\"Game engines, graphics APIs, and shader programming are presented as enabling tools and frameworks that help creators produce visually compelling and interactive experiences across platforms.\"}]","Machine learning and AI in graphics development - 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