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🎉Excited to share a fun little hardware project we’ve been working on. GELLO is an intuitive and low cost teleoperation device for robot arms that costs less than $300. We've seen the importance of data quality in imitation learning. Our goal is to make this more accessible 1/n

162,934 次观看 • 2 年前 •via X (Twitter)

12 条评论

Philipp Wu 的头像
Philipp Wu2 年前

GELLO is a scaled, kinematically equivalent version of a given arm. The equivalence allows a user to directly control the joints of the arm by controlling GELLO. The user can feel the kinematic constraints of the robot, making it more intuitive to control. 2/n

Philipp Wu 的头像
Philipp Wu2 年前

We show that you can build such a specialized kinematically equivalent controller economically by leveraging off-the-shelf servos and 3D printed parts. We instantiate GELLO for 3 different robot arms that are commonly used in the community, the a) UR5, b) xArm7, and c) Panda 3/n

Philipp Wu 的头像
Philipp Wu2 年前

How does GELLO compare against other common teleoperation devices? We conduct a user study with 12 participants across 5 tasks on our bimanual UR5 station. Here are the tasks we explore in our user study, which cover a range of manipulation challenges 4/n

Philipp Wu 的头像
Philipp Wu2 年前

We find that using GELLO results in a higher success rate when compared to spacemouses or VR controllers. 5/n

Philipp Wu 的头像
Philipp Wu2 年前

We also find that users complete tasks faster when using GELLO. This could mean more successful trajectories in your data collection pipelines! 6/n

Philipp Wu 的头像
Philipp Wu2 年前

Checkout the project website and arxiv paper to learn more. Code and hardware release is coming soon! Huge thanks to my collaborators Fred Shentu, Zhongke Yi, @Xingyu2017 , and @pabbeel! Website: Arxiv: 7/n

Philipp Wu 的头像
Philipp Wu2 年前

Many researchers may be interested in directly purchasing a GELLO for their robot rather than building their own. I’m trying to gauge interest in via this form: Please fill it out if the project interests you! 8/n

Philipp Wu 的头像
Philipp Wu2 年前

's ALOHA was definitely an inspiration for this project. I began to wonder, can I get similar fine-grained capabilities for the robots I have in lab? Definitely go checkout Tony’s paper as well! 9/n

Philipp Wu 的头像
Philipp Wu2 年前

Here are a few more fun videos. GELLO is effective in bimanual configurations. Here we make some ramen! 10/n

Philipp Wu 的头像
Philipp Wu2 年前

We can also use GELLO for fine-grained manipulation tasks like extracting some floss. 11/n

Philipp Wu 的头像
Philipp Wu2 年前

Different robots have different advantages and capabilities. For example, the Franka can do impedance control, making it easier to use for tasks such as whiteboard erasing. 12/n

Philipp Wu 的头像
Philipp Wu2 年前

Don’t forget to check out the website for more videos! 13/n

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