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kkginfo · 2 years

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How McDonald's and IBM Partnership Personalize the Drive-In Experience | KKG INFO

How McDonald’s and IBM Partnership Personalize the Drive-In Experience | KKG INFO

IBM has teamed up to personalize the McDonald’s drive-thru experience. McDonald’s, which has adopted a data-driven marketing and growth strategy in recent years, has decided to partner with IBM, a provider of artificial intelligence products and solutions for businesses. McDonald’s strategy focused on technology and growth First, McDonald’s in 2019 Acceleration curves Let us remind you that it…

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journals212 · 3 months

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"Unlocking Knowledge: Navigating the World of Published Research Papers"

Introduction:

In the fast-paced realm of academia, staying abreast of the latest developments and breakthroughs is crucial for anyone involved in research or passionate about expanding their intellectual horizons. Published research papers serve as the cornerstone of disseminating new knowledge, providing a platform for researchers to share their findings with the global community. In this blog post, we will explore the significance of published research papers, how to access them effectively, and why they are indispensable for academic and professional growth.

Section 1: The Importance of Published Research Papers

Discuss the pivotal role that published research papers play in advancing knowledge across various fields. Emphasize their contribution to the scientific method, building on existing knowledge, and fostering collaboration among researchers. Illustrate real-world examples of how groundbreaking discoveries have been communicated through these papers.

Section 2: Navigating the Academic Landscape

Explain the structure of academic publishing, including the peer-review process and the hierarchy of journals. Highlight the significance of reputable journals and conferences, and how they contribute to the credibility of research. Discuss the impact factor and other metrics used to evaluate the influence of a research paper or journal.

Section 3: Accessing Published Research Papers

Provide insights into different methods of accessing published research papers, both free and paid. Discuss open-access repositories, institutional subscriptions, and academic databases. Mention popular platforms such as PubMed, IEEE Xplore, JSTOR, and others that facilitate access to a vast array of research papers.

Section 4: Staying Updated with Alerts and RSS Feeds

Explore the importance of staying informed about the latest research in your field. Discuss the benefits of setting up alerts and using RSS feeds to receive notifications about newly published papers. Highlight tools and platforms that enable researchers to customize their notifications based on specific keywords, authors, or journals.

Section 5: Tips for Effective Paper Reading

Offer practical advice on how to navigate and comprehend research papers efficiently. Discuss strategies for skimming abstracts, understanding methodologies, and interpreting results. Provide tips on taking effective notes, organizing references, and incorporating relevant papers into one's own research.

Section 6: The Future of Academic Publishing

Explore emerging trends and innovations in academic publishing, such as preprints, open peer review, and interdisciplinary collaboration. Discuss how technology is shaping the way research is disseminated and consumed, and how these changes may impact the future landscape of published research papers.

Conclusion:

In conclusion, published research papers are the lifeblood of academic progress, fostering a culture of inquiry and knowledge dissemination. By understanding the importance of these papers and employing effective strategies for accessing and interpreting them, researchers and enthusiasts alike can actively contribute to the ever-expanding world of knowledge. Stay curious, stay informed, and let the journey through the pages of published research papers be a continuous source of inspiration and enlightenment.

Hyderabad, Telangana

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shanmug · 4 months

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The Evolution of IT Solutions: A Roadmap to Future Innovation

Introduction:

In an era defined by rapid technological advancements, the realm of Information Technology (IT) stands at the forefront of innovation. The evolution of IT services and solutions has been a transformative journey, continually reshaping how businesses operate, individuals interact, and industries thrive. As we navigate an increasingly digital landscape, understanding the trajectory of this evolution becomes paramount for organizations seeking to harness the full potential of technology.

Search Engines

Use search engines like Google, Bing, or DuckDuckGo. Enter keywords like "IT services and solutions providers" along with related terms like "evolution" or "future innovations." You might find articles, blog posts, or whitepapers discussing this topic.

Industry Publications & Website

Explore industry-specific websites or publications that focus on IT services and solutions. Websites like CIO.com, InformationWeek, or Forbes Technology section often publish articles discussing the evolution of IT solutions and providers.

Technology Forums and Blogs

Check out forums like Spiceworks or blogs written by professionals in the IT industry. These platforms sometimes feature discussions or articles related to the evolution of IT solutions and the role of service providers.

LinkedIn & Professional Networks

LinkedIn groups or professional networks dedicated to IT services and solutions might have shared articles or discussions related to this topic. Joining such groups or following relevant professionals could provide access to valuable insights and articles.

News Websites

Explore technology sections of reputable news sources such as TechCrunch, Wired, or The Verge. These platforms often cover the latest trends, innovations, and breakthroughs in IT services and solutions.

Industry Publications: Visit industry-specific publications like CIO.com, InformationWeek, or ZDNet's technology section. They regularly publish articles and insights into the evolving landscape of IT services.

Professional Networks: Platforms like LinkedIn can be valuable for accessing fresh content. Follow influential figures, IT service providers, and relevant companies in the industry to get updates on their latest articles and posts.

Webinars and Events: Look for upcoming webinars, conferences, or events related to IT services and solutions. Many of these sessions feature experts discussing the latest trends and innovations in the field.

Research and Academic Portals: Check research repositories or academic databases like IEEE Xplore or SpringerLink for scholarly articles and papers on advancements in IT services.

Blogs and Forums: Explore technology-focused blogs, forums, and discussion platforms like Stack Overflow, Spiceworks, or Reddit's technology communities. Users often share and discuss the latest trends and developments in IT.

Conclusion

In closing, the evolution of IT services and solutions encapsulates an ongoing narrative of adaptation, innovation, and perpetual evolution. The journey has been marked by transformative breakthroughs, disruptive innovations, and an unwavering commitment to addressing the ever-evolving needs of businesses and society at large.

#IT Services and Solutions Provider

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qamarulislam · 4 months

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Excited to share our latest work now available online in the IEEE (https://ieeexplore.ieee.org/document/10371761): "ᴅʏɴᴀᴍɪᴄ ᴏʙᴊᴇᴄᴛ-ᴀᴡᴀʀᴇ ꜱʟᴀᴍ: ʏᴏʟᴏᴠ8 ɪɴᴛᴇɢʀᴀᴛɪᴏɴ ᴀɴᴅ ᴇɴʜᴀɴᴄᴇᴅ ᴍᴜʟᴛɪ-ᴠɪᴇᴡ ɢᴇᴏᴍᴇᴛʀʏ ꜰᴏʀ ʀᴇʟɪᴀʙʟᴇ ᴍᴀᴘᴘɪɴɢ ɪɴ ᴅʏɴᴀᴍɪᴄ ᴇɴᴠɪʀᴏɴᴍᴇɴᴛ." This research is a collaborative effort with esteemed colleagues Qamar Ul Islam, Haidi Ibrahim, Pan Kok Chin, Kevin Lim, and Mohd Zaid Abdullah.

🔍 In this paper, we introduce YoloV8-SLAM, a groundbreaking approach that revolutionizes Visual Simultaneous Localization and Mapping (VSLAM) systems. Our method skillfully integrates dynamic object identification and advanced multi-view geometry techniques. By employing YoloV8, a leading-edge object detection algorithm, alongside Enhanced Multi-View Geometry, we effectively handle various dynamic scenarios.

📊 Our extensive experiments reveal that YoloV8-SLAM significantly outperforms existing and state-of-the-art SLAM systems. We achieved remarkable reductions in Absolute Trajectory Error (ATE) and Relative Pose Error (RPE) - up to 89.1% and 88.0% respectively when compared to ORB-SLAM3. The superiority of our method is also evident against DynaSLAM, ORB-SLAM2, and DM-SLAM, with reductions exceeding 39.8% in ATE and 66.4% in RPE.

#SLAM #YOLOv8 #IEEE #research #innovations #Technology #engineering #Robotics #AI #machinelearning

https://www.researchgate.net/publication/376963861_Dynamic_Object-Aware_SLAM_YoloV8_Integration_and_Enhanced_Multi-View_Geometry_for_Reliable_Mapping_in_Dynamic_Environment

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naresh12-08-2002 · 6 months

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Exploring the World of Materials Science Journals

Introduction:

Materials science is a multidisciplinary field that plays a pivotal role in advancing technology and innovation across various industries. Researchers, engineers, and scientists depend on reliable sources of information to stay updated with the latest developments, discoveries, and breakthroughs in materials science. One of the most vital resources for this purpose is materials science journals. In this article, we will explore the world of materials science journals , their significance, and how they contribute to the progression of this dynamic field.

The Significance of Materials Science Journals:

Materials science journals are dedicated publications that disseminate cutting-edge research, scientific studies, and critical information related to the properties, synthesis, and applications of materials. These journals play a crucial role in advancing the field by:

Knowledge Dissemination: Materials science journals provide a platform for researchers to share their findings with the global scientific community. This information exchange fosters collaboration and innovation.

Peer Review: The articles published in these journals undergo rigorous peer review processes, ensuring the quality and reliability of the research. This maintains the high standards of the field.

Stay Updated: Materials science is a rapidly evolving field, with new materials and technologies emerging regularly. Journals help researchers and professionals stay updated on the latest developments.

Reference Material: Journals serve as valuable reference materials for students, researchers, and professionals seeking comprehensive information on specific topics within materials science.

Popular Materials Science Journals :

Several prestigious materials science journals are recognized for their commitment to quality research. Here are a few notable examples:

Nature Materials: This journal publishes research covering a wide range of materials science topics. It often features interdisciplinary research that spans the boundaries of chemistry, physics, and engineering.

Science Advances: Science Advances is known for its broad scope, including materials science. It often presents groundbreaking research that has the potential to transform industries.

Materials Today: Focusing exclusively on materials science, Materials Today offers a comprehensive resource for the latest research, reviews, and news in the field.

Journal of Materials Science: This journal covers a broad spectrum of topics, from fundamental materials research to applications in various industries.

Advanced Materials: It highlights research at the intersection of materials science and other scientific disciplines, pushing the boundaries of materials innovation.

Accessing Materials Science Journals:

Accessing materials science journals can be done through various means, including:

University Libraries: Many universities offer journal access to their students, faculty, and researchers.

Online Databases: Subscription-based services like IEEE Xplore, ScienceDirect, and JSTOR provide access to a vast collection of materials science journals.

Open-Access Journals: Some materials science journals are open-access, meaning their content is freely available to the public. These include publications like PLOS ONE and Scientific Reports.

Conclusion:

Materials science journals are indispensable resources for researchers, scientists, and anyone interested in the ever-evolving field of materials science. They foster knowledge dissemination, maintain high research standards, and keep professionals updated on the latest discoveries and innovations. Whether accessed through university libraries, online databases, or open-access platforms, these journals contribute significantly to the advancement of materials science, driving progress in technology and innovation across the globe.

Hyderabad, Telangana

#Research #papers #publish

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technicallykrispydefendor · 6 months

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Unlocking Opportunities: Online Industrial Training for Career Advancement

In today's rapidly evolving job market, staying competitive and advancing your career often hinges on your ability to acquire new skills and stay updated with the latest industry trends. Online industrial training has emerged as a transformative solution for professionals seeking to enhance their knowledge, acquire new competencies, and remain relevant in their respective fields. This article delves into the world of online industrial training, exploring its benefits, available platforms, and how it can open doors to career advancement.

The Flexibility Advantage

One of the most significant advantages of online industrial training is its flexibility. It allows professionals to balance their work commitments while upgrading their skills or acquiring new ones. With courses available 24/7, learners can study at their own pace, fitting their education around their schedules.

Industry-Relevant Content

Online industrial training platforms collaborate with industry experts to develop and deliver courses that are highly relevant to the job market. These courses often incorporate the latest tools, technologies, and best practices, ensuring that learners receive up-to-date knowledge.

A Wealth of Diverse Options

Inplant training in trichy offers an extensive array of courses across various industries, from IT and engineering to healthcare and finance. This diversity allows professionals to explore fields they may not have had the opportunity to engage with otherwise. Additionally, specialized certifications in niche areas provide an edge in a competitive job market.

Cost-Effective Learning

Online courses are often more cost-effective than traditional in-person training. Learners can save on travel, accommodation, and course materials, while still gaining access to high-quality education. Many courses also provide free resources or offer financial aid options.

Skill Enhancement and Upskilling

Online industrial training focuses on skill enhancement and upskilling, enabling professionals to stay relevant and advance in their careers. The ability to acquire new competencies or enhance existing ones can lead to better job prospects and increased earning potential.

Industry Networking

Online industrial training platforms often include networking features, connecting learners with peers, mentors, and industry experts. These connections can lead to valuable career opportunities, collaborations, and the exchange of industry insights.

Popular Online Industrial Training Platforms

Coursera: Offers a wide range of courses and specializations in collaboration with top universities and organizations.

edX: Provides courses from prestigious universities and institutions, allowing learners to earn certificates or even degrees.

Udemy: Offers a vast selection of courses created by experts in various industries.

LinkedIn Learning: Provides a library of courses for professionals looking to enhance their skills and knowledge.

Pluralsight: Specializes in technology and IT-related training, with a focus on skill development and certification.

Coursera for Business: Specifically designed for corporations, offering training solutions for employee development.

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Conclusion

Python and Datascience Training Course in Trichy has opened a world of opportunities for professionals seeking career advancement. With its flexible schedules, diverse course offerings, industry-relevant content, and cost-effective nature, it's an accessible way to acquire new skills and stay competitive in the job market. As the workforce continues to evolve, online industrial training will remain a valuable resource for those looking to unlock their full career potential and reach new heights in their professions.

Inplant training in trichy

#Inplant training in trichy

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ajay511 · 8 months

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Navigating the World of Computer Science Journals: A Comprehensive Guide

Introduction

Computer science is a rapidly evolving field, and staying updated with the latest research and developments is crucial for professionals, students, and enthusiasts alike. One of the most valuable resources in the world of computer science research is academic journals. In this blog post, we'll delve into the world of computer science journals, discussing what they are, their importance, and how to effectively access and utilize them.

What Are Computer Science Journals

Computer science journals are periodical publications that contain scholarly articles, research papers, and reviews related to various aspects of computer science and its subfields. These journals serve as a platform for researchers, academics, and professionals to share their findings, theories, and insights with the global computer science community.

Why Are Computer Science Journals Important

Access to Cutting-Edge ResearchJournals are the primary source of the latest research findings in computer science. They provide valuable insights into emerging technologies, trends, and innovations.

Peer Review Most reputable computer science journals follow a peer-review process. This means that experts in the field evaluate submitted papers for quality and validity, ensuring that only high-quality research is published.

Academic and Professional Development Journals are essential for researchers and academics to disseminate their work, gain recognition in their field, and secure funding for future projects.

Educational ResourcesJournals are an invaluable resource for students and educators. They offer a wealth of knowledge, case studies, and real-world applications that can enhance the learning experience.

How to Access Computer Science Journals

University Libraries Many universities subscribe to a wide range of computer science journals. If you are a student or faculty member, you can often access these journals through your institution's library portal.

Online DatabasesThere are several online databases and repositories where you can search for computer science journals. Some popular options include IEEE Xplore, ACM Digital Library, and Google Scholar Many of these databases offer both free and paid access options.

Open Access Journals Some computer science journals are available for free online, as part of the open-access movement. These journals make research articles freely accessible to the public. Examples include the Journal of Machine Learning Research and the Journal of Artificial Intelligence Research.

Professional OrganizationsJoining professional organizations like the Association for Computing Machinery (ACM) or the Institute of Electrical and Electronics Engineers (IEEE) often provides members with access to a selection of journals and conference proceedings.

Tips for Effective Use of Computer Science Journals

Keyword SearchesUse specific keywords and phrases to narrow down your search. This will help you find articles relevant to your research interests.

CitationsPay attention to citations within articles. This can lead you to related research and provide broader understanding of the topic.

Abstracts and SummariesRead abstracts and article summaries to quickly determine if a paper is relevant to your needs.

Stay Updated Subscribe to newsletters or RSS feeds of your favorite journals to receive updates on new articles and issues.

Conclusion:

Computer science journals are indispensable resources for anyone involved in the field. They offer access to the latest research, support academic and professional growth, and contribute to the overall advancement of computer science. By knowing where and how to access these journals, you can stay at the forefront of this dynamic and ever-evolving discipline. Happy researching!

#research #papers# publish

Hyderabad Telangana

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123---asoka · 1 year

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truepdf · 1 year

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Blockchain And Applications: International Congress

Description: This book gathers the refereed proceedings of the 1st International Congress on Blockchain and Applications 2019, BLOCKCHAIN’19, held in Ávila, Spain, in June 2019. Among the scientific community, blockchain and artificial intelligence are broadly considered to offer a promising combination that could transform the production and manufacturing industry, media, finance, insurance, e-government, etc. Nevertheless, there is no generally accepted approach, nor established best practices, for combining blockchain and artificial intelligence. The 21 papers presented here were carefully reviewed and selected from over 40 submissions. They highlight the latest advances in blockchain, artificial intelligence and their application domains, exploring innovative ideas, guidelines, theories, models, technologies, and tools, and identifying critical issues and challenges that researchers and practitioners will face in the near future. We wish to thank the sponsors: IEEE Systems Man and Cybernetics Society, Spain Section Chapter, and the IEEE Spain Section (Technical Co-Sponsor), IBM, Indra, Viewnext, Global Exchange, AEPIA, APPIA and AIR institute.

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kkginfo · 2 years

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A factor that drives app development cost - KKG INFO

A factor that drives app development cost – KKG INFO

What is the main driving factor? Application development cost ? In this article, we’ll examine three key factors that affect overall pricing. These include the complexity of the features, locations and expertise of the designer or developer. Last to be specifically mentioned: API integrations. What exactly are these integrations and how can they affect the cost of use? How can you be sure to get…

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#app #Application development #cost #development #drives #factor #ieee papers on latest technology #INFO #KKG #latest technologies booming in market #latest technology gadgets for education 2021 #latest technology hard disk #latest technology software development #lithium battery latest technology

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medicionde · 1 year

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5g antennas

The 5G World Forum is now in its third year. Since its inception, the conference has sought to be the primary meeting place for stakeholders in the field of wireless technology. Due to COVID-19 and the need to protect the health and safety of attendees, this year’s conference will be virtual. What will not change, however, is the event’s importance as a forum for the latest advances in 5G.This year’s theme is “5G and Beyond: A Comprehensive Look at Future Networks.” As such, the conference will focus on how 5G innovations will change wireless technology—and our global society as a whole. More specifically, the event will cover the development of novel mobile network architecture. This architecture stands to improve the physical data rate of 5G networks and also create a new ecosystem for the deployment of novel services and applications.The conference program features renowned keynote speakers and worldwide industry fora, as well as panel discussions, workshops, and other opportunities to learn and network. The program also features ten topical/vertical tracks that conference attendees can explore. These focus on aspects of 5G technology, such as security and privacy, 5G deployment, and artificial intelligence/machine learning. Beyond that, many tracks cover applications of 5G technology, including applications in everything from health care to smart cities.

A focus on 5G antenna systems technology

5G antenna systems will be a key topic of discussion at the conference. In preparation for the event, IEEE put out a call for technical papers pertaining to 5g antennas technologies. Specifically, the call for papers for Track 6: 5G Hardware and Test/Measurements solicited papers related to 5G antennas. Subtopics for this track include but are not limited to the following:Massive multiple input, multiple output (MIMO), multiuser-MIMO (MU-MIMO), and multiple radio access technology (multi-RAT) system architecturesReconfigurable and switching wireless network topologies

Radiofrequency (RF) beamforming, digital beamforming, and hybrid beamforming architecturesBeam steering and the phased antenna arrayWhile the deadline for submitting a paper has passed, accepted papers will be accessible to conference attendees interested in learning more about these and other topics.

#5g antennas

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learnbench · 2 years

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We offer them the necessary guidance & tools to help them to complete their academic projects in the most professional way. Our focus is on developing Industry specific projects with the interaction of industry experts. Our comprehensive technical facility allows our engineering team to get results & would probably help the students to get exposed to newer tools & technologies. We provide latest IEEE projects and latest IEEE papers and we have a unique approach to deliver in both online and offline.

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vrnewsio · 2 years

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Virtual Reality News Roundup: VR Flakes May 7, 2022

Welcome to this week's issue of the VR Flakes Newsletter. Our goal is to deliver the best virtual reality news from this week, all in one place. Get this delivered to your inbox every Saturday along with a surprise inside. Subscribe below on mobile or on the right if you’re on a desktop.

Meta creates a new custom chip. In this week's roundup, find out what it does. We're also excited to show you some new VR apps that aren't necessarily games but can be just as entertaining. We also featured a few VR gaming developments that you should be aware of. Let's get started.

New Custom Chip from Meta

A prototype of a neural network accelerator chip was presented by Meta in a paper published for the 2022 IEEE Custom Integrated Circuits Conference. This custom chip was described as the “that achieves energy-efficient performance for running eye gaze extraction of the Codec Avatar model”.

Codec Avatars surfaced way back in March 2019. It was presented by the same company, which was then Facebook. Codec Avatars have multiple neural networks. First off, it will have to be generated by an image capture of 171 cameras. It is then driven by a prototype VR headset that has five cameras. Using the VR headset the Codec Avatars can be controlled in real-time. It has gone through evolution through time. Today, Meta is providing a possible solution to driving these realistic avatars using a standalone VR headset.

The custom chip is just an experiment. It is expected to function for a limited aspect of Codec Avatars’ system. Other processes are still mainly handled by the Snapdragon XR2. Such new capabilities, though, are very important in the future.

Which headsets will Meta launch in the following years?

If The Information was right about all its claims inside information about the roadmap to Meta’s next steps, four new headsets will be released leading to the year 2024. The headsets will be made available in the markets in the following order.

1. Project Cambria - September 2022 2. Stinson - 2023 3. Cardiff - 2023 4. Funston - 2024

Additionally, Meta reached out to The Information to correct the supposed price range of the Project Cambria headset. It will cost more than $800.

2 new treadmill VRs by Kat VR

Kat VR is adding two more new treadmill VRs to its lineup of consumer-ready treadmill VR. One is KAT Walk C2 which is compatible with all major platforms: Meta Quest, PC VR, and PlayStation VR. The other is the KAT Walk C2 Plus. Beginning May 13th, the KAT Walk C2 and C2 Plus will be available for funding on Kickstarter.

The latest treadmill VRs are simple to use. It would provide consumers with a natural walking experience with 360-degree movement. It allows you to safely run, walk, leap, and crouch in any VR game that supports free locomotion.

The Kat Walk C2 Plus is the pro version, featuring incorporated haptic technology that is compatible with existing motion controller haptics. It also has the brand-new Smart Sitting Posture System. This will allow gamers to instantly transition from a standing to a seated position.

New VR dating app

Flirtual is an online dating software that matches VR users based on their interests and then arranges a meetup in VR. What makes dating in VR different? VR, of course, raises the ante by providing the sensation of being physically present with others while also incorporating a large amount of body language. Learn more about the app here.

Latest game updates

Area Man Lives

The adventure game is scheduled to be released on May 12th for Quest and PC VR. It’ll cost $19.99. Watch the official trailer below.

youtube

The Stanley Parable Ultra Deluxe Edition

The first version was only recently launched. This first-person adventure game casts players in the role of a guy searching for his lost coworkers. The new Ultra Deluxe edition adds more content to the original game.

youtube

Eye of the Temple

Eye of the Temple, a highly acclaimed room-scale PC VR title, now incorporates speedrun challenges and leaderboards.on Steam.

youtube

That’s it for this week’s VR Flakes. We hope you enjoyed this week’s newsletter. Tell us what you think about this week’s announcements and exciting VR updates. Let’s start a discussion here. We love to hear your feedback and comments. More of the latest VR stuff coming your way next week. Ciao VR fam!

from VRNews.io https://vrnews.io/virtual-reality-news-roundup-vr-flakes-may-7-2022/

#VRNews.io #Virtual Reality #Games #Computers #Technology

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tastydregs · 2 years

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Prototype Meta Headset Includes Custom Silicon for Photorealistic Avatars on Standalone

Researchers at Meta Reality Labs have created a prototype VR headset with a custom-built accelerator chip specially designed to handle AI processing to make it possible to render the company’s photorealistic Codec Avatars on a standalone headset.

Long before the company changed its name, Meta has been working on its Codec Avatars project which aims to make nearly photorealistic avatars in VR a reality. Using a combination of on-device sensors—like eye-tracking and mouth-tracking—and AI processing, the system animates a detailed recreation of the user in a realistic way, in real-time.

Or at least that’s how it works when you’ve got high-end PC hardware.

Early versions of the company’s Codec Avatars research were backed by the power of an NVIDIA Titan X GPU, which monstrously dwarfs the power available in something like Meta’s latest Quest 2 headset.

But the company has moved on to figuring out how to make Codec Avatars possible on low-powered standalone headsets, as evidenced by a paper published alongside last month’s 2022 IEEE CICC conference. In the paper, Meta reveals it created a custom chip built with a 7nm process to function as an accelerator specifically for Codec Avatars.

Specially Made

Image courtesy Meta Reality Labs

According to the researchers, the chip is far from off the shelf. The group designed it with an essential part of the Codec Avatars processing pipeline in mind—specifically, analyzing the incoming eye-tracking images and generating the data needed for the Codec Avatars model. The chip’s footprint is a mere 1.6mm²

“The test-chip, fabricated in 7nm technology node, features a Neural Network (NN) accelerator consisting of a 1024 Multiply-Accumulate (MAC) array, 2MB on-chip SRAM, and a 32bit RISC-V CPU,” the researchers write.

In turn, they also rebuilt the part of the Codec Avatars AI model to take advantage of the chip’s specific architecture.

“By re-architecting the Convolutional [neural network] based eye gaze extraction model and tailoring it for the hardware, the entire model fits on the chip to mitigate system-level energy and latency cost of off-chip memory accesses,” the Reality Labs researchers write. “By efficiently accelerating the convolution operation at the circuit-level, the presented prototype [chip] achieves 30 frames per second performance with low-power consumption at low form factors.”

The prototype headset is based on Quest 2 | Image courtesy Meta Reality Labs

By accelerating an intensive part of the Codec Avatars workload, the chip not only speeds up the process, but it also reduces the power and heat required. It’s able to do this more efficiently than a general-purpose CPU thanks to the custom design of the chip which then informed the rearchitected software design of the eye-tracking component of Codec Avatars.

But the headset’s general purpose CPU (in this case, Quest 2’s Snapdragon XR2 chip) doesn’t get to take the day off. While the custom chip handles part of the Codec Avatars encoding process, the XR2 manages the decoding process and rendering the actual visuals of the avatar.

Image courtesy Meta Reality Labs

The work must have been quite multidisciplinary, as the paper credits 12 researchers, all from Meta’s Reality Labs: H. Ekin Sumbul, Tony F. Wu, Yuecheng Li, Syed Shakib Sarwar, William Koven, Eli Murphy-Trotzky, Xingxing Cai, Elnaz Ansari, Daniel H. Morris, Huichu Liu, Doyun Kim, and Edith Beigne.

It’s impressive that Meta’s Codec Avatars can run on a standalone headset, even if a specialty chip is required. But one thing we don’t know is how well the visual rendering of the avatars is handled. The underlying scans of the users are highly detailed and may be too complex to render on Quest 2 in full. It’s not clear how much the ‘photorealistic’ part of the Codec Avatars is preserved in this instance, even if all the underlying pieces are there to drive the animations.

– – — – –

The research represents a practical application of the new compute architecture that Reality Lab’s Chief Scientist, Michael Abrash, recently described as a necessary next step for making the sci-fi vision of XR a reality. He says that moving away from highly centralized processing to more distributed processing is critical for the power and performance demands of such headsets.

One can imagine a range of XR-specific functions that could benefit from chips specially designed to accelerate them. Spatial audio, for instance, is desirable in XR across the board for added immersion, but realistic sound simulation is computationally expensive (not to mention power hungry!). Positional-tracking and hand-tracking are a critical part of any XR experience—yet another place where designing the hardware and algorithms together could yield substantial benefits in speed and power.

Fascinated by the cutting edge of XR science? Check out our archives for more breakdowns of interesting research.

The post Prototype Meta Headset Includes Custom Silicon for Photorealistic Avatars on Standalone appeared first on Road to VR.

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rielealexa · 3 years

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Toy Story Animation Analysis

Before "Toy Story," it was estimated that the investment of animated films to feature films takes a few minutes or a few seconds. This project aimed to construct an entire feature film depicting an entirely digitally generated universe, populating it with participants who seem to behave on their own volition and knowledge and rendering it with the colors, shapes, and textures of real stylized life.

Pixar's graphics projects have included the Pixar Image Computer, RenderMan software rendering products, collaborative technological advancement of Disney's Computer Animated Production System (CAPS), numerous short films, including Tin Toy, which won an Oscar in 1988, as well as the creation of organic television advertisements.

An animator begins the conventional hand-drawn method of creating animation by sketching primary poses for each character in a frame, roughing out the extremes and flow of the motion. The primary poses are determined by an exposure sheet, a breakdown of the action in the shot, and a dope sheet, which is a written indication of where the words and tension fall in the dialogue. The shot is then passed on to a cleanup artist, who redraws the primary poses while ensuring that they stick to the characters' existing look. Finally, they hand over the job to animation assistants, who complete drawings for each of the 24 frames in a second film. A single shot can take up to thirty people to complete, while thirty animators completed toy Story. A series of refinements achieve computer animation. The rough motion inherited from Layout is refined and modified to include large movements needed to express the intended message. 465 Proceedings of the COMPCON Spring '96 - 41st IEEE International Computer Conference 1063-6390/96 $10.00 1996 IEEE. In contrast to traditional animation, in which key poses are defined for an entire character, computer animators can arrange overlapping keyframes for different parts of the body at different frames in the shot. As the animation progresses, more subtle secondary and tertiary movements can be added to the central movement, which is then completed by facial gestures.

With "Toy Story," the first full-length computer-animated film, with "Toy Story," the first full-length computer-animated film, Pixar changed animation forever in 1995. However, "Toy Story 4" demonstrates that it is far from finished changing the game. Over 77 minutes of animation spread through one thousand five hundred sixty-one (1,561) shots in the film. To manage all of this video, they had to create a new program called Renderman.

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Reference:

The Evolution of Toy Story's Animation. GCU. (n.d.). https://www.gcu.edu/blog/performing-arts-digital-arts/evolution-toy-storys-animation.

Henne, M., Hickel, H., Johnson, E., & Konishi, S. (n.d.). The making of Toy Story [computer animation]. COMPCON '96. Technologies for the Information Superhighway Digest of Papers. https://doi.org/10.1109/cmpcon.1996.501812

Kyle Desiderio, I. P. (2020, May 20). How Pixar's animation has evolved over 24 years, from 'Toy Story' to 'Toy Story 4'. Insider. https://www.insider.com/pixars-animation-evolved-toy-story-2019-6#:~:text=Pixar%20forever%20changed%20animation%20in,%2Dlength%20computer%2Danimated%20movie.&text=And%20one%20of%20the%20most,with%20lighting%20and%20motion%20effects.

Lip Sync and Character Animation. (n.d.). http://www.brianlemay.com/Pages/animationschool/animation/lipsyncbook/animationcleanup.html.

Mandell, A. (2019, June 12). 'Toy Story 4 'goes to infinity and beyond': First reactions glow for Pixar's latest film. USA Today. https://www.usatoday.com/story/life/movies/2019/06/12/toy-story-4-first-reaction-glowing-pixars-latest-movie-review/1429031001/.

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