RoboCOIN
Collection
RoboCOIN
•
408 items
•
Updated
•
2
Search is not available for this dataset
observation.state
list | action
list | timestamp
float32 | frame_index
int64 | episode_index
int64 | index
int64 | task_index
int64 | subtask_annotation
list | scene_annotation
list | eef_direction_state
list | eef_velocity_state
list | eef_acc_mag_state
list | eef_direction_action
list | eef_velocity_action
list | eef_acc_mag_action
list | eef_sim_pose_state
list | eef_sim_pose_action
list | gripper_mode_state
list | gripper_activity_state
list | gripper_mode_action
list | gripper_activity_action
list | gripper_open_scale_state
list | gripper_open_scale_action
list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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End of preview. Expand
in Data Studio
Cobot_Magic_vase_storage_flower
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: Cobot_Magic
| Codebase Version: v2.1
End-Effector Type: two_finger_gripper
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasppickplace
📊 Dataset Statistics
| Metric | Value |
|---|---|
| Total Episodes | 453 |
| Total Frames | 237198 |
| Total Tasks | 6 |
| Total Videos | 1359 |
| Total Chunks | 1 |
| Chunk Size | 1000 |
| FPS | 30 |
| Dataset Size | 12.6GB |
👥 Authors
Contributors
This dataset is contributed by:
- RoboCOIN - RoboCOIN Team
🔗 Links
- 🏠 Homepage: https://flagopen.github.io/RoboCOIN/
- 📄 Paper: https://arxiv.org/abs/2511.17441
- 💻 Repository: https://github.com/FlagOpen/RoboCOIN
- 🌐 Project Page: https://flagopen.github.io/RoboCOIN/
- 🐛 Issues: https://github.com/FlagOpen/RoboCOIN/issues
- 📜 License: apache-2.0
🏷️ Dataset Tags
RoboCOINLeRobot
🎯 Task Descriptions
Primary Tasks
insert the flowers into the vase on the table with the blue tablecloth. insert the flowers into the vase on the table with the green tablecloth. insert the flowers into the vase on the table with the grey tablecloth. insert the flowers into the vase on the table with the pink tablecloth. insert the flowers into the vase on the white table. insert the flowers into the vase on the table with the white tablecloth.
Sub-Tasks
This dataset includes 22 distinct subtasks:
- Abnormal
- End
- Grasp the blue flower with left gripper
- Grasp the blue flower with right gripper
- Grasp the dumpling with left gripper
- Grasp the dumpling with right gripper
- Grasp the pink flower with left gripper
- Grasp the pink flower with right gripper
- Grasp the white flower with right gripper
- null
- Place the blue flower in the vase with left gripper
- Place the blue flower in the vase with right gripper
- Place the dumpling on the steamer with left gripper
- Place the dumpling on the steamer with right gripper
- Place the pink flower in the vase with left gripper
- Place the pink flower in the vase with right gripper
- Place the white flower in the vase with right gripper
- Put the flowers in the vase with both hands
- use the left arm to grab a bunch of fresh flowers
- use the left arm to insert the flowers into the vase
- use the right arm to grab a bunch of fresh flowers
- use the right arm to insert the flowers into the vase
🎥 Camera Views
This dataset includes 3 camera views.
🏷️ Available Annotations
This dataset includes rich annotations to support diverse learning approaches:
Subtask Annotations
- Subtask Segmentation: Fine-grained subtask segmentation and labeling
Scene Annotations
- Scene-level Descriptions: Semantic scene classifications and descriptions
End-Effector Annotations
- Direction: Movement direction classifications for robot end-effectors
- Velocity: Velocity magnitude categorizations during manipulation
- Acceleration: Acceleration magnitude classifications for motion analysis
Gripper Annotations
- Gripper Mode: Open/close state annotations for gripper control
- Gripper Activity: Activity state classifications (active/inactive)
Additional Features
- End-Effector Simulation Pose: 6D pose information for end-effectors in simulation space
- Available for both state and action
- Gripper Opening Scale: Continuous gripper opening measurements
- Available for both state and action
📂 Data Splits
The dataset is organized into the following splits:
- Training: Episodes 0:452
📁 Dataset Structure
This dataset follows the LeRobot format and contains the following components:
Data Files
- Videos: Compressed video files containing RGB camera observations
- State Data: Robot joint positions, velocities, and other state information
- Action Data: Robot action commands and trajectories
- Metadata: Episode metadata, timestamps, and annotations
File Organization
- Data Path Pattern:
data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet - Video Path Pattern:
videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4 - Chunking: Data is organized into 1 chunk(s) of size 1000
Features Schema
The dataset includes the following features:
Visual Observations
- observation.images.cam_front_rgb: video
- FPS: 30
- Codec: av1- observation.images.cam_left_wrist_rgb: video
- FPS: 30
- Codec: av1- observation.images.cam_right_wrist_rgb: video
- FPS: 30
- Codec: av1
State and Action- observation.state: float32- action: float32
Temporal Information
- timestamp: float32
- frame_index: int64
- episode_index: int64
- index: int64
- task_index: int64
Annotations
- subtask_annotation: int32
- scene_annotation: int32
Motion Features
- eef_sim_pose_state: float32
- Dimensions: left_eef_pos_x, left_eef_pos_y, left_eef_pos_z, left_eef_ori_x, left_eef_ori_y, left_eef_ori_z, right_eef_pos_x, right_eef_pos_y, right_eef_pos_z, right_eef_ori_x, right_eef_ori_y, right_eef_ori_z
- eef_sim_pose_action: float32
- Dimensions: left_eef_pos_x, left_eef_pos_y, left_eef_pos_z, left_eef_ori_x, left_eef_ori_y, left_eef_ori_z, right_eef_pos_x, right_eef_pos_y, right_eef_pos_z, right_eef_ori_x, right_eef_ori_y, right_eef_ori_z
- eef_direction_state: int32
- Dimensions: left_eef_direction, right_eef_direction
- eef_direction_action: int32
- Dimensions: left_eef_direction, right_eef_direction
- eef_velocity_state: int32
- Dimensions: left_eef_velocity, right_eef_velocity
- eef_velocity_action: int32
- Dimensions: left_eef_velocity, right_eef_velocity
- eef_acc_mag_state: int32
- Dimensions: left_eef_acc_mag, right_eef_acc_mag
- eef_acc_mag_action: int32
- Dimensions: left_eef_acc_mag, right_eef_acc_mag
Gripper Features
- gripper_open_scale_state: float32
- Dimensions: left_gripper_open_scale, right_gripper_open_scale
- gripper_open_scale_action: float32
- Dimensions: left_gripper_open_scale, right_gripper_open_scale
- gripper_mode_state: int32
- Dimensions: left_gripper_mode, right_gripper_mode
- gripper_mode_action: int32
- Dimensions: left_gripper_mode, right_gripper_mode
- gripper_activity_state: int32
- Dimensions: left_gripper_activity, right_gripper_activity
Meta Information
The complete dataset metadata is available in meta/info.json:
{"codebase_version": "v2.1", "robot_type": "agilex_cobot_decoupled_magic", "total_episodes": 453, "total_frames": 237198, "total_tasks": 6, "total_videos": 1359, "total_chunks": 1, "chunks_size": 1000, "fps": 30, "splits": {"train": "0:452"}, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4", "features": {"observation.images.cam_front_rgb": {"dtype": "video", "shape": [720, 1280, 3], "names": ["height", "width", "channels"], "info": {"video.height": 720, "video.width": 1280, "video.codec": "av1", "video.pix_fmt": "yuv420p", "video.is_depth_map": false, "video.fps": 30, "video.channels": 3, "has_audio": false}}, "observation.images.cam_left_wrist_rgb": {"dtype": "video", "shape": [720, 1280, 3], "names": ["height", "width", "channels"], "info": {"video.height": 720, "video.width": 1280, "video.codec": "av1", "video.pix_fmt": "yuv420p", "video.is_depth_map": false, "video.fps": 30, "video.channels": 3, "has_audio": false}}, "observation.images.cam_right_wrist_rgb": {"dtype": "video", "shape": [720, 1280, 3], "names": ["height", "width", "channels"], "info": {"video.height": 720, "video.width": 1280, "video.codec": "av1", "video.pix_fmt": "yuv420p", "video.is_depth_map": false, "video.fps": 30, "video.channels": 3, "has_audio": false}}, "observation.state": {"dtype": "float32", "shape": [14], "names": ["left_arm_joint_1_rad", "left_arm_joint_2_rad", "left_arm_joint_3_rad", "left_arm_joint_4_rad", "left_arm_joint_5_rad", "left_arm_joint_6_rad", "left_gripper_open", "right_arm_joint_1_rad", "right_arm_joint_2_rad", "right_arm_joint_3_rad", "right_arm_joint_4_rad", "right_arm_joint_5_rad", "right_arm_joint_6_rad", "right_gripper_open"]}, "action": {"dtype": "float32", "shape": [14], "names": ["left_arm_joint_1_rad", "left_arm_joint_2_rad", "left_arm_joint_3_rad", "left_arm_joint_4_rad", "left_arm_joint_5_rad", "left_arm_joint_6_rad", "left_gripper_open", "right_arm_joint_1_rad", "right_arm_joint_2_rad", "right_arm_joint_3_rad", "right_arm_joint_4_rad", "right_arm_joint_5_rad", "right_arm_joint_6_rad", "right_gripper_open"]}, "timestamp": {"dtype": "float32", "shape": [1], "names": null}, "frame_index": {"dtype": "int64", "shape": [1], "names": null}, "episode_index": {"dtype": "int64", "shape": [1], "names": null}, "index": {"dtype": "int64", "shape": [1], "names": null}, "task_index": {"dtype": "int64", "shape": [1], "names": null}, "subtask_annotation": {"names": null, "dtype": "int32", "shape": [5]}, "scene_annotation": {"names": null, "dtype": "int32", "shape": [1]}, "eef_sim_pose_state": {"names": ["left_eef_pos_x", "left_eef_pos_y", "left_eef_pos_z", "left_eef_ori_x", "left_eef_ori_y", "left_eef_ori_z", "right_eef_pos_x", "right_eef_pos_y", "right_eef_pos_z", "right_eef_ori_x", "right_eef_ori_y", "right_eef_ori_z"], "dtype": "float32", "shape": [12]}, "eef_sim_pose_action": {"names": ["left_eef_pos_x", "left_eef_pos_y", "left_eef_pos_z", "left_eef_ori_x", "left_eef_ori_y", "left_eef_ori_z", "right_eef_pos_x", "right_eef_pos_y", "right_eef_pos_z", "right_eef_ori_x", "right_eef_ori_y", "right_eef_ori_z"], "dtype": "float32", "shape": [12]}, "eef_direction_state": {"names": ["left_eef_direction", "right_eef_direction"], "dtype": "int32", "shape": [2]}, "eef_direction_action": {"names": ["left_eef_direction", "right_eef_direction"], "dtype": "int32", "shape": [2]}, "eef_velocity_state": {"names": ["left_eef_velocity", "right_eef_velocity"], "dtype": "int32", "shape": [2]}, "eef_velocity_action": {"names": ["left_eef_velocity", "right_eef_velocity"], "dtype": "int32", "shape": [2]}, "eef_acc_mag_state": {"names": ["left_eef_acc_mag", "right_eef_acc_mag"], "dtype": "int32", "shape": [2]}, "eef_acc_mag_action": {"names": ["left_eef_acc_mag", "right_eef_acc_mag"], "dtype": "int32", "shape": [2]}, "gripper_open_scale_state": {"names": ["left_gripper_open_scale", "right_gripper_open_scale"], "dtype": "float32", "shape": [2]}, "gripper_open_scale_action": {"names": ["left_gripper_open_scale", "right_gripper_open_scale"], "dtype": "float32", "shape": [2]}, "gripper_mode_state": {"names": ["left_gripper_mode", "right_gripper_mode"], "dtype": "int32", "shape": [2]}, "gripper_mode_action": {"names": ["left_gripper_mode", "right_gripper_mode"], "dtype": "int32", "shape": [2]}, "gripper_activity_state": {"names": ["left_gripper_activity", "right_gripper_activity"], "dtype": "int32", "shape": [2]}}}
Directory Structure
The dataset is organized as follows (showing leaf directories with first 5 files only):
Cobot_Magic_vase_storage_flower_qced_hardlink/
├── annotations/
│ ├── eef_acc_mag_annotation.jsonl
│ ├── eef_direction_annotation.jsonl
│ ├── eef_velocity_annotation.jsonl
│ ├── gripper_activity_annotation.jsonl
│ ├── gripper_mode_annotation.jsonl
│ └── (...)
├── data/
│ └── chunk-000/
│ ├── episode_000000.parquet
│ ├── episode_000001.parquet
│ ├── episode_000002.parquet
│ ├── episode_000003.parquet
│ ├── episode_000004.parquet
│ └── (...)
├── meta/
│ ├── episodes.jsonl
│ ├── episodes_stats.jsonl
│ ├── info.json
│ └── tasks.jsonl
└── videos/
└── chunk-000/
├── observation.images.cam_front_rgb/
│ ├── episode_000000.mp4
│ ├── episode_000001.mp4
│ ├── episode_000002.mp4
│ ├── episode_000003.mp4
│ ├── episode_000004.mp4
│ └── (...)
├── observation.images.cam_left_wrist_rgb/
│ ├── episode_000000.mp4
│ ├── episode_000001.mp4
│ ├── episode_000002.mp4
│ ├── episode_000003.mp4
│ ├── episode_000004.mp4
│ └── (...)
└── observation.images.cam_right_wrist_rgb/
├── episode_000000.mp4
├── episode_000001.mp4
├── episode_000002.mp4
├── episode_000003.mp4
├── episode_000004.mp4
└── (...)
📞 Contact and Support
For questions, issues, or feedback regarding this dataset, please contact:
- Email: None For questions, issues, or feedback regarding this dataset, please contact us.
Support
For technical support, please open an issue on our GitHub repository.
📄 License
This dataset is released under the apache-2.0 license.
Please refer to the LICENSE file for full license terms and conditions.
📚 Citation
If you use this dataset in your research, please cite:
@article{robocoin,
title={RoboCOIN: An Open-Sourced Bimanual Robotic Data Collection for Integrated Manipulation},
author={Shihan Wu, Xuecheng Liu, Shaoxuan Xie, Pengwei Wang, Xinghang Li, Bowen Yang, Zhe Li, Kai Zhu, Hongyu Wu, Yiheng Liu, Zhaoye Long, Yue Wang, Chong Liu, Dihan Wang, Ziqiang Ni, Xiang Yang, You Liu, Ruoxuan Feng, Runtian Xu, Lei Zhang, Denghang Huang, Chenghao Jin, Anlan Yin, Xinlong Wang, Zhenguo Sun, Junkai Zhao, Mengfei Du, Mingyu Cao, Xiansheng Chen, Hongyang Cheng, Xiaojie Zhang, Yankai Fu, Ning Chen, Cheng Chi, Sixiang Chen, Huaihai Lyu, Xiaoshuai Hao, Yequan Wang, Bo Lei, Dong Liu, Xi Yang, Yance Jiao, Tengfei Pan, Yunyan Zhang, Songjing Wang, Ziqian Zhang, Xu Liu, Ji Zhang, Caowei Meng, Zhizheng Zhang, Jiyang Gao, Song Wang, Xiaokun Leng, Zhiqiang Xie, Zhenzhen Zhou, Peng Huang, Wu Yang, Yandong Guo, Yichao Zhu, Suibing Zheng, Hao Cheng, Xinmin Ding, Yang Yue, Huanqian Wang, Chi Chen, Jingrui Pang, YuXi Qian, Haoran Geng, Lianli Gao, Haiyuan Li, Bin Fang, Gao Huang, Yaodong Yang, Hao Dong, He Wang, Hang Zhao, Yadong Mu, Di Hu, Hao Zhao, Tiejun Huang, Shanghang Zhang, Yonghua Lin, Zhongyuan Wang and Guocai Yao},
journal={arXiv preprint arXiv:2511.17441},
url = {https://arxiv.org/abs/2511.17441},
year={2025}
}
Additional References
If you use this dataset, please also consider citing:
- LeRobot Framework: https://github.com/huggingface/lerobot
📌 Version Information
Version History
- v1.0.0 (2025-11): Initial release
- Downloads last month
- 1,188
Size of downloaded dataset files:
56.6 MB
Size of the auto-converted Parquet files:
56.6 MB
Number of rows:
237,198