Saturday, May 17, 2025
News PouroverAI
Visit PourOver.AI
No Result
View All Result
  • Home
  • AI Tech
  • Business
  • Blockchain
  • Data Science & ML
  • Cloud & Programming
  • Automation
  • Front-Tech
  • Marketing
  • Home
  • AI Tech
  • Business
  • Blockchain
  • Data Science & ML
  • Cloud & Programming
  • Automation
  • Front-Tech
  • Marketing
News PouroverAI
No Result
View All Result

Machine learning gives users ‘superhuman’ ability to open and control tools in virtual reality

November 7, 2023
in AI Technology
Reading Time: 3 mins read
0 0
A A
0
Share on FacebookShare on Twitter


Researchers have developed a virtual reality application where a range of 3D modelling tools can be opened and controlled using just the movement of a user’s hand.

The researchers, from the University of Cambridge, used machine learning to develop ‘HotGestures’ — analogous to the hot keys used in many desktop applications.

HotGestures give users the ability to build figures and shapes in virtual reality without ever having to interact with a menu, helping them stay focused on a task without breaking their train of thought.

The idea of being able to open and control tools in virtual reality has been a movie trope for decades, but the researchers say that this is the first time such a ‘superhuman’ ability has been made possible. The results are reported in the journal IEEE Transactions on Visualization and Computer Graphics.

Virtual reality (VR) and related applications have been touted as game-changers for years, but outside of gaming, their promise has not fully materialised. “Users gain some qualities when using VR, but very few people want to use it for an extended period of time,” said Professor Per Ola Kristensson from Cambridge’s Department of Engineering, who led the research. “Beyond the visual fatigue and ergonomic issues, VR isn’t really offering anything you can’t get in the real world.”

Most users of desktop software will be familiar with the concept of hot keys — command shortcuts such as ctrl-c to copy and ctrl-v to paste. While these shortcuts omit the need to open a menu to find the right tool or command, they rely on the user having the correct command memorised.

“We wanted to take the concept of hot keys and turn it into something more meaningful for virtual reality — something that wouldn’t rely on the user having a shortcut in their head already,” said Kristensson, who is also co-Director of the Centre for Human-Inspired Artificial Intelligence.

Instead of hot keys, Kristensson and his colleagues developed ‘HotGestures’, where users perform a gesture with their hand to open and control the tool they need in 3D virtual reality environments.

For example, performing a cutting motion opens the scissor tool, and the spray motion opens the spray can tool. There is no need for the user to open a menu to find the tool they need, or to remember a specific shortcut. Users can seamlessly switch between different tools by performing different gestures during a task, without having to pause their work to browse a menu or to press a button on a controller or keyboard.

“We all communicate using our hands in the real world, so it made sense to extend this form of communication to the virtual world,” said Kristensson.

For the study, the researchers built a neural network gesture recognition system that can recognise gestures by performing predictions on an incoming hand joint data stream. The system was built to recognise ten different gestures associated with building 3D models: pen, cube, cylinder, sphere, palette, spray, cut, scale, duplicate and delete.

The team carried out two small studies where participants used HotGestures, menu commands or a combination. The gesture-based technique provided fast and effective shortcuts for tool selection and usage. Participants found HotGestures to be distinctive, fast, and easy to use while also complementing conventional menu-based interaction. The researchers designed the system so that there were no false activations — the gesture-based system was able to correctly recognise what was a command and what was normal hand movement. Overall, the gesture-based system was faster than a menu-based system.

“There is no VR system currently available that can do this,” said Kristensson. “If using VR is just like using a keyboard and a mouse, then what’s the point of using it? It needs to give you almost superhuman powers that you can’t get elsewhere.”

The researchers have made the source code and dataset publicly available so that designers of VR applications can incorporate it into their products.

“We want this to be a standard way of interacting with VR,” said Kristensson. “We’ve had the tired old metaphor of the filing cabinet for decades. We need new ways of interacting with technology, and we think this is a step in that direction. When done right, VR can be like magic.”

The research was supported in part by the Engineering and Physical Sciences Research Council (EPSRC), part of UK Research and Innovation (UKRI).



Source link

Tags: abilitycontrolLearningMachineopenRealitysuperhumanToolsusersVirtualVirtual Environment; Engineering; Technology; Engineering and Construction; Virtual Reality; Video Games; Artificial Intelligence; Neural Interfaces
Previous Post

Putting data storage at the forefront of cloud security

Next Post

How to Make the Most of Duet AI in Google Docs

Related Posts

How insurance companies can use synthetic data to fight bias
AI Technology

How insurance companies can use synthetic data to fight bias

June 10, 2024
From Low-Level to High-Level Tasks: Scaling Fine-Tuning with the ANDROIDCONTROL Dataset
AI Technology

From Low-Level to High-Level Tasks: Scaling Fine-Tuning with the ANDROIDCONTROL Dataset

June 10, 2024
Decoding Decoder-Only Transformers: Insights from Google DeepMind’s Paper
AI Technology

Decoding Decoder-Only Transformers: Insights from Google DeepMind’s Paper

June 9, 2024
How Game Theory Can Make AI More Reliable
AI Technology

How Game Theory Can Make AI More Reliable

June 9, 2024
Buffer of Thoughts (BoT): A Novel Thought-Augmented Reasoning AI Approach for Enhancing Accuracy, Efficiency, and Robustness of LLMs
AI Technology

Buffer of Thoughts (BoT): A Novel Thought-Augmented Reasoning AI Approach for Enhancing Accuracy, Efficiency, and Robustness of LLMs

June 9, 2024
Deciphering Doubt: Navigating Uncertainty in LLM Responses
AI Technology

Deciphering Doubt: Navigating Uncertainty in LLM Responses

June 9, 2024
Next Post
How to Make the Most of Duet AI in Google Docs

How to Make the Most of Duet AI in Google Docs

Intro to On-device Machine Learning (TF Fall 2020 Updates)

Intro to On-device Machine Learning (TF Fall 2020 Updates)

BEST AUTOMATION TESTING TOOLS, RANKED

BEST AUTOMATION TESTING TOOLS, RANKED

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

  • Trending
  • Comments
  • Latest
Is C.AI Down? Here Is What To Do Now

Is C.AI Down? Here Is What To Do Now

January 10, 2024
Porfo: Revolutionizing the Crypto Wallet Landscape

Porfo: Revolutionizing the Crypto Wallet Landscape

October 9, 2023
23 Plagiarism Facts and Statistics to Analyze Latest Trends

23 Plagiarism Facts and Statistics to Analyze Latest Trends

June 4, 2024
A Complete Guide to BERT with Code | by Bradney Smith | May, 2024

A Complete Guide to BERT with Code | by Bradney Smith | May, 2024

May 19, 2024
Part 1: ABAP RESTful Application Programming Model (RAP) – Introduction

Part 1: ABAP RESTful Application Programming Model (RAP) – Introduction

November 20, 2023
Saginaw HMI Enclosures and Suspension Arm Systems from AutomationDirect – Library.Automationdirect.com

Saginaw HMI Enclosures and Suspension Arm Systems from AutomationDirect – Library.Automationdirect.com

December 6, 2023
Can You Guess What Percentage Of Their Wealth The Rich Keep In Cash?

Can You Guess What Percentage Of Their Wealth The Rich Keep In Cash?

June 10, 2024
AI Compared: Which Assistant Is the Best?

AI Compared: Which Assistant Is the Best?

June 10, 2024
How insurance companies can use synthetic data to fight bias

How insurance companies can use synthetic data to fight bias

June 10, 2024
5 SLA metrics you should be monitoring

5 SLA metrics you should be monitoring

June 10, 2024
From Low-Level to High-Level Tasks: Scaling Fine-Tuning with the ANDROIDCONTROL Dataset

From Low-Level to High-Level Tasks: Scaling Fine-Tuning with the ANDROIDCONTROL Dataset

June 10, 2024
UGRO Capital: Targeting to hit milestone of Rs 20,000 cr loan book in 8-10 quarters: Shachindra Nath

UGRO Capital: Targeting to hit milestone of Rs 20,000 cr loan book in 8-10 quarters: Shachindra Nath

June 10, 2024
Facebook Twitter LinkedIn Pinterest RSS
News PouroverAI

The latest news and updates about the AI Technology and Latest Tech Updates around the world... PouroverAI keeps you in the loop.

CATEGORIES

  • AI Technology
  • Automation
  • Blockchain
  • Business
  • Cloud & Programming
  • Data Science & ML
  • Digital Marketing
  • Front-Tech
  • Uncategorized

SITEMAP

  • Disclaimer
  • Privacy Policy
  • DMCA
  • Cookie Privacy Policy
  • Terms and Conditions
  • Contact us

Copyright © 2023 PouroverAI News.
PouroverAI News

No Result
View All Result
  • Home
  • AI Tech
  • Business
  • Blockchain
  • Data Science & ML
  • Cloud & Programming
  • Automation
  • Front-Tech
  • Marketing

Copyright © 2023 PouroverAI News.
PouroverAI News

Welcome Back!

Login to your account below

Forgotten Password? Sign Up

Create New Account!

Fill the forms bellow to register

All fields are required. Log In

Retrieve your password

Please enter your username or email address to reset your password.

Log In