UMPNet: Universal Manipulation Policy Network for Articulated Objects

Zhenjia Xu,
Zhanpeng He,
Shuran Song

Columbia University

Robotics and Automation Letters (RA-L) / ICRA 2022

Project Page | Video | arXiv

Overview

This repo contains the PyTorch implementation for paper “UMPNet: Universal Manipulation Policy Network for Articulated Objects”.

teaser

Content

Prerequisites

The code is built with Python 3.6. Libraries are listed in requirements.txt and can be installed with pip by:

pip install -r requirements.txt

Data Preparation

Prepare object URDF and pretrained model.

Download, unzip, and organize as follows:

/umpnet
    /mobility_dataset
    /pretrained
    ...

Testing

Test with GUI

There are also two modes

 

 

 

To finish reading, please visit source site