Robotic hand rotates objects using touch, not vision

A team of engineers from the University of California San Diego has developed an innovative approach to enable a robotic hand to rotate objects using only touch, without relying on vision. Inspired by how humans effortlessly handle objects without seeing them, the researchers built a robotic hand with 16 touch sensors attached to its palm and fingers. These low-cost touch sensors provide simple binary signals – touch or no touch – allowing the robotic hand to smoothly rotate various objects, including small toys, cans, fruits, and vegetables, without causing damage.

The new technique contrasts with traditional methods that use a few high-cost, high-resolution touch sensors on a small area of the robotic hand, primarily at the fingertips. Such approaches have limitations, including reduced sensing ability due to the small number of sensors, difficulties in simulating and using high-resolution touch sensors in real-world experiments, and reliance on vision.

In contrast, the team’s approach demonstrates that detailed texture information about an object is not necessary for the task. Instead, simple binary signals indicating contact with the sensors are sufficient for the robotic hand to perform in-hand rotation effectively. The large coverage of binary touch sensors provides the necessary 3D structure and orientation information about the object, enabling successful rotation without the need for vision.

To train the system, the researchers conducted simulations of a virtual robotic hand rotating diverse objects with irregular shapes. The system assessed which sensors on the hand were being touched by the object during rotation, as well as the current positions and actions of the hand’s joints. Based on this information, the system instructed the robotic hand on the appropriate joint movements.

Upon testing the real-life robotic hand with previously unseen objects, such as a tomato, pepper, can of peanut butter, and a toy rubber duck, the robotic hand successfully rotated the objects without stalling or losing its grip. While objects with complex shapes took longer to rotate, the robotic hand demonstrated its ability to rotate objects around different axes.

This groundbreaking approach opens up possibilities for robots to manipulate objects in the absence of visual cues, making it a valuable advancement in the field of robotics. The team presented their work at the 2023 Robotics: Science and Systems Conference.

Posted in

Aihub Team

Leave a Comment





OpenAI is not currently training GPT-5

OpenAI is not currently training GPT-5

Microsoft’s AI chatbot is ‘unhinged’ and wants to be human

Microsoft’s AI chatbot is ‘unhinged’ and wants to be human

Machine learning expert Jordan bemoans use of AI as catch-all term

Machine learning expert Jordan bemoans use of AI as catch-all term

ITN to explore how AI can be a force for good at the AI & Big Data Expo this November

ITN to explore how AI can be a force for good at the AI & Big Data Expo this November

Fiverr create Demand for AI expertise surges by 1,000%

Fiverr create Demand for AI expertise surges by 1,000%

Databricks acquires LLM pioneer MosaicML for $1.3B

Databricks acquires LLM pioneer MosaicML for $1.3B

AI think tank calls GPT-4 a risk to public safety

AI think tank calls GPT-4 a risk to public safety

AI vs Machine Learning

AI vs Machine Learning

US: AI Begins Taking Over Thousands of Human Jobs | Vantage on Firstpost

US: AI Begins Taking Over Thousands of Human Jobs | Vantage on Firstpost

Snowpark, Input Tables, & Sigma AI: The Future of Analytics

Snowpark, Input Tables, & Sigma AI: The Future of Analytics

How to Scale Service with Generative AI and Einstein GPT

How to Scale Service with Generative AI and Einstein GPT

Fight AI with AI: Going Beyond ChatGPT

Fight AI with AI: Going Beyond ChatGPT

Can China’s ChatGPT clones give it an edge over the U.S. in an A.I. arms race?

Can China’s ChatGPT clones give it an edge over the U.S. in an A.I. arms race?

What Is AI Artificial Intelligence What is Artificial Intelligence

What Is AI Artificial Intelligence What is Artificial Intelligence

Trustworthiness of AI applications in public sector

Trustworthiness of AI applications in public sector

Bringing AI closer to citizens – smart communities

 Bringing AI closer to citizens – smart communities

AI in practice and implementation strategies

AI in practice and implementation strategies

At July 4 cookouts with financial experts, AI takes centre stage while there are burgers, beers, and brainy bots.

At July 4 cookouts with financial experts, AI takes center stage while there are burgers, beers, and brainy bots.

Efficient Generative AI Summit

 Efficient Generative AI Summit

CDAO Chicag

CDAO Chicag

AI Hardware & Edge AI

AI Hardware & Edge AI

AI and the Future of Work

AI and the Future of Work

AI in Art and Creativity

AI in Art and Creativity

Exploring the Ethics of Artificial Intelligence

Exploring the Ethics of Artificial Intelligence

Demystifying Machine Learning

Demystifying Machine Learning

AI in healthcare

AI in Healthcare

New WEF research identifies revolutionary healthcare AI applications

New WEF research identifies revolutionary healthcare AI applications

Tesla’s AI supercomputer tripped the power grid

Tesla’s AI supercomputer tripped the power grid

Stephen Almond, ICO: Prioritise privacy when adopting generative AI

Stephen Almond, ICO: Prioritise privacy when adopting generative AI

Sony has a new ‘AI robotics’ drone division called Airpeak

Sony has a new ‘AI robotics’ drone division called Airpeak