Using Rubik's cube to improve and evaluate robot manipulation
Par un écrivain mystérieux
Description
Researchers at University of Washington have recently developed a new protocol to train robots and test their performance on tasks that involve object manipulation. This protocol, presented in a paper published in IEEE Robotics and Automation Letters, is based on the Rubik
Researchers at University of Washington have recently developed a new protocol to train robots and test their performance on tasks that involve object manipulation. This protocol, presented in a paper published in IEEE Robotics and Automation Letters, is based on the Rubik's Cube, the well-known 3D combination puzzle invented by the Hungarian sculpture and architect Ernő Rubik.
Researchers at University of Washington have recently developed a new protocol to train robots and test their performance on tasks that involve object manipulation. This protocol, presented in a paper published in IEEE Robotics and Automation Letters, is based on the Rubik's Cube, the well-known 3D combination puzzle invented by the Hungarian sculpture and architect Ernő Rubik.
![Using Rubik's cube to improve and evaluate robot manipulation](https://onlinelibrary.wiley.com/cms/asset/081e5399-821f-4795-957e-3e7a94257eb7/exsy13205-fig-0006-m.jpg)
Dexterous robotic manipulation using deep reinforcement learning and knowledge transfer for complex sparse reward‐based tasks - Wang - 2023 - Expert Systems - Wiley Online Library
![Using Rubik's cube to improve and evaluate robot manipulation](https://0.academia-photos.com/attachment_thumbnails/105110441/mini_magick20230818-1-afi0j.png?1692374627)
PDF) Autonomous Rubik's Cube Solver Bot Sharif 9941 and Rohith S P
![Using Rubik's cube to improve and evaluate robot manipulation](https://journals.sagepub.com/cms/10.1177/1729881420939441/asset/images/large/10.1177_1729881420939441-fig1.jpeg)
Capturing the dynamic target by the robot manipulator in high-dimensional configuration space map - Jiali Pi, Weiming Zhang, Shifu Zhang, Chunming Pi, Changhua Xie, 2020
![Using Rubik's cube to improve and evaluate robot manipulation](https://hackaday.com/wp-content/uploads/2018/09/mainimage1994606812-e1537821758611.jpg?w=800)
Self-Solving Rubik's Cube
![Using Rubik's cube to improve and evaluate robot manipulation](https://spectrum.ieee.org/media-library/image.jpg?id=27272059)
Morpheus Turns a CPU Into a Rubik's Cube to Defeat Hackers - IEEE Spectrum
![Using Rubik's cube to improve and evaluate robot manipulation](https://www.electronicsforu.com/wp-contents/uploads/2016/03/F99_Robotos2.jpg)
Robots That 'Grow Up' - Electronics For You
![Using Rubik's cube to improve and evaluate robot manipulation](https://darshanhegde.github.io/assets/img/blog/sim2real-for-manipulation/cover.png)
Darshan Hegde Sim2real For Robotic Manipulation
![Using Rubik's cube to improve and evaluate robot manipulation](https://cdn.technologyreview.com/i/images/perturb-finger.jpg?sw=700&cx=287&cy=0&cw=2880&ch=2160)
A robot hand taught itself to solve a Rubik's Cube after creating its own training regime
![Using Rubik's cube to improve and evaluate robot manipulation](https://venturebeat.com/wp-content/uploads/2019/10/661e3bd7-c16e-43c3-bc8d-57317624ee7a.png?w=800&resize=800%2C336&strip=all)
OpenAI teaches a robotic hand to solve a Rubik's cube
![Using Rubik's cube to improve and evaluate robot manipulation](https://developer-blogs.nvidia.com/wp-content/uploads/2022/11/repeated-success-robot-hand-b-362x204.gif)
Reinforcing the Value of Simulation by Teaching Dexterity to a Real Robot Hand
![Using Rubik's cube to improve and evaluate robot manipulation](https://www.zdnet.com/a/img/resize/f0127c6a34119de9f217d9add9c5b15583bad1d0/2019/10/15/615a7362-8dd1-41e1-bbfd-ec7aeed1e23d/solving-rubiks-cube.png?auto=webp&fit=crop&height=675&width=1200)
Slight of hand: OpenAI's trick to make its Rubik's robot hand work
![Using Rubik's cube to improve and evaluate robot manipulation](https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs42256-023-00709-2/MediaObjects/42256_2023_709_Fig1_HTML.png)
Hybrid hierarchical learning for solving complex sequential tasks using the robotic manipulation network ROMAN
![Using Rubik's cube to improve and evaluate robot manipulation](https://www.shadowrobot.com/wp-content/uploads/2022/12/Shadow-Robot-Co3689HR.png)
Robotics Research - Autonomous Robotic Technology
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