💻 programming

ManiWAV

Learning robot manipulation from audio-visual data in the wild

#generalization ability
#Robot learning
#audio visual data
#Field data
ManiWAV

Product Details

ManiWAV is a research project aimed at learning robot control skills from audio and visual data in the wild. It collects synchronized audio and visual feedback of human demonstrations and learns robot control strategies directly from demonstrations through corresponding policy interfaces. The model demonstrates the capabilities of its system through four contact-rich manipulation tasks that require the robot to passively sense contact events and patterns, or actively sense the material and state of an object surface. Additionally, the system is able to generalize to unseen wild environments by learning from diverse human demonstrations in the wild.

Main Features

1
Provide rich interaction and object attribute information through audio signals
2
Synchronously collect audio and visual feedback using 'ear-in-hand' data collection devices
3
Learn robot control strategies directly from human demonstrations
4
Demonstrate system capabilities in four exposure-rich control tasks
5
Achieve generalization to unseen environments by learning from diverse human demonstrations in the wild

How to Use

1
1. Install and set up the ManiWAV data collection device to ensure synchronized audio and visual feedback
2
2. Collect human demonstration data, including audio signals of contact events and surface materials
3
3. Use the collected data to train robot control strategies
4
4. Test and verify the effectiveness of the strategy in different field environments
5
5. Adjust strategies based on test results to improve the robot’s generalization ability
6
6. Apply the trained strategy to actual robot control tasks

Target Users

The target audience of ManiWAV is mainly researchers and developers in the fields of robotics and artificial intelligence. They can use ManiWAV to improve the robot's control skills in complex environments, especially when visual information is unclear or incomplete, and to enhance the robot's perception capabilities through audio information.

Examples

Using the ManiWAV system to wipe graphics off a whiteboard

Flip bagels in pan with ManiWAV

Use ManiWAV to pour dice from one cup to another

Secure wires with Velcro tape using ManiWAV

Quick Access

Visit Website →

Categories

💻 programming
› AI robot
› AI learning

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