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RoboBrain-X-Dataset

The RoboBrain-X Dataset is a comprehensive embodied robotics dataset featuring two dual-arm robots, Agilex and R1lite, across diverse scenarios with detailed annotations.

Get started πŸ”₯

Download the Dataset

To download the full dataset, you can use the following code. If you encounter any issues, please refer to the official Hugging Face documentation.

# Make sure you have git-lfs installed (https://git-lfs.com)
git lfs install
# When prompted for a password, use an access token with write permissions.
# Generate one from your settings: https://huggingface.co/settings/tokens
git clone https://huggingface.co/datasets/BAAI/RoboBrain-X-Dataset

Dataset Structure

Folder hierarchy

data
β”œβ”€β”€ RoboBrain_Robotic_AGXCompany
β”‚   β”œβ”€β”€ annotation
β”‚   β”‚   β”œβ”€β”€ train.json
β”‚   β”‚   β”œβ”€β”€ ...
β”‚   β”œβ”€β”€ video
β”‚   β”‚   β”œβ”€β”€ 0
β”‚   β”‚   β”œβ”€β”€ 1
β”‚   β”‚   β”œβ”€β”€ ...
β”œβ”€β”€ ...
β”œβ”€β”€ agilex_company_annotations
β”‚   β”‚   β”œβ”€β”€ agilex_company_annotations.json
β”‚   β”‚   β”œβ”€β”€ ...

The total trajetory of annotations are in train.json'' and the details of subtask annotations can be found in agilex_company_annotations.json''.

train.json

[
  "Pick up the beef on the table": [
    {
      "raw_task": "Put_the_two_slices_of_bread_and_the_beef_patty_together_on_the_table_to_make_a_hamburger",
      "task": "Pick up the beef on the table",
      "frame": {
        "all": 573,
        "start_frame": 51,
        "end_frame": 115
      },
      "data": {
        "high": "./RoboBrain_Robotic_AGX/videos/train/2773/2773_cam_high.mp4",
        "left": "./RoboBrain_Robotic_AGX/videos/train/2773/2773_cam_left_wrist.mp4",
        "right": "./RoboBrain_Robotic_AGX/videos/train/2773/2773_cam_right_wrist.mp4",
        "state": "./RoboBrain_Robotic_AGX/videos/train/2773/2773.hdf5"
      }
    },
    ...
]

key format of features in hdf5 files

|-- qpos (N * 14) (6DoF Right Joint+ Right Gripper (0 for close) + 6DoF Left Joint + Left Gripper (0 for close))
|-- action (N * 14) (Right EEPose (xyz, rpy)+ Right Gripper (0 for close) + Leftt EEPose (xyz, rpy) + Left Gripper (0 for close))

πŸ“… TODO List

  • RoboBrain-X-Dataset: ~50,000 simulation demonstrations with rich human annotations.
  • Data process for training format: data processing scripts for transfering raw data into FlagScale training data.
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