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Train your robot dog in real time with Vision Pro! MIT PhD student's open source project becomes popular

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2024-03-11 17:43:111051browse

Vision Pro has another hot new way to play, and this time it is linked with embodied intelligence~

Just like this, the MIT guy used the hand tracking function of Vision Pro to successfully realize Real-time control of robot dogs.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

Not only can actions such as opening a door be accurately obtained:

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

, but there is also almost no delay.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

# As soon as the Demo came out, not only netizens praised Goosemeizi, but also various embodied intelligence researchers became excited.

For example, this prospective doctoral student from Tsinghua University:

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

Some people boldly predict: This is how we will interact with the next generation of machines.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

How to implement the project, the author Park Younghyo (Younghyo Park) has open source on GitHub. Relevant apps can be downloaded directly from Vision Pro’s App Store.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

Use Vision Pro to train robot dogs

Let’s take a closer look at the App developed by the author--Tracking Steamer.

As the name suggests, this application is designed to use Vision Pro to track human movements and transmit these movement data to other robot devices under the same WiFi in real time.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

The motion tracking part mainly relies on Apple’s ARKit library.

Head tracking calls queryDeviceAnchor. Users can reset the head frame to its current position by pressing and holding the Digital Crown.

Wrist and finger tracking are implemented through HandTrackingProvider. It is able to track the position and orientation of the left and right wrists relative to the ground frame, as well as the posture of 25 finger joints on each hand relative to the wrist frame.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

In terms of network communication, this App uses gRPC as the network communication protocol to stream data. This enables data to be subscribed to more devices, including Linux, Mac and Windows devices.

In addition, in order to facilitate data transmission, the author has also prepared a Python API that allows developers to programmatically subscribe to and receive tracking data streamed from Vision Pro.

The data returned by the API is in dictionary form, including the SE (3) posture information of the head, wrist, and fingers, that is, the three-dimensional position and direction. Developers can process this data directly in Python for further analysis and control of the robot.

用Vision Pro实时训练机器狗!MIT博士生开源项目火了

As many professionals have pointed out, regardless of whether the movements of the robot dog are still controlled by humans, in fact, compared to the "control" itself, combined with imitation In the process of learning algorithms, humans are more like robot coaches.

Vision Pro provides an intuitive and simple interaction method by tracking the user's movements, allowing non-professionals to provide accurate training data for robots.

The author himself also wrote in the paper:

In the near future, people may wear devices like Vision Pro just like wearing glasses every day. Imagine what we can do from this How much data is collected in the process!

This is a promising source of data from which robots can learn how humans interact with the real world.

Finally, a reminder, if you want to try this open source project, in addition to a Vision Pro, you also need to prepare:

  • Apple Developer Account
  • Vision Pro Developer Accessory (Developer Strap, priced at $299)
  • Mac computer with Xcode installed

Well, it seems that Apple still has to make a profit first (doge).

Project link: https://github.com/Improbable-AI/VisionProTeleop?tab=readme-ov-file

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