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Asymmetric-SAC-VAE

This alogorithm learns the desk tidying tasks with Asymmetric SAC+VAE.

The unit tasks for tidying the desk are closing the drawer and closing the laptop.

A random number of objects are placed on the desk so that it can be operated in a variety of environments.

An example of each task is as follows.

Laptop close

re_re_1 laptop_close

Drawer close

re_re_2 drawer_close

Structure

In this case, the algorithm uses RGB, depth, and segmentation images in the virtual environment.

The structure of Asymmetric SAC+VAE is as follows.

re_re_3 Asymmetric_SAC_VAE_structure

Learning proceeds through the following code.

  python main.py --GUI GUI --cuda 

Download the urdf file for training from Asymmetric_SAC_VAE_urdf at the following link.

link for urdf: https://drive.google.com/drive/folders/1vb5gxkhQ9PLQNBXB_dwg47qoHiaw5EOL?usp=sharing

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Asymmetric SAC+VAE for tidy a desk

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