Leju Robotics Co.Ltd.
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README.md
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# LET:Full-Size Humanoid Robot Real-World Dataset
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<div style="display: flex; justify-content: space-between; align-items: center; width: 100%;">
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<div>
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<a href="https://huggingface.co/datasets/LejuRobotics/let_dataset">
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</div>
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</div>
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[中文](
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<div style="font-size:1.1em; max-width:800px; margin: 0 0 16px 0; text-align: left;">
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<b><span style="color:#000000">LET Dataset</span></b> is collected based on the full-size humanoid robot <b><span style="color:#1890FF">Kuavo 4 Pro</span></b> covering real-world multi-task data across multiple scenarios and operation types. It is designed for robot manipulation, mobility, and interaction tasks, supporting scalable robot learning in real environments.
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</div>
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## 📋 Table of Contents
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- [Key Features](#key-features)
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- [Hardware Platform](#hardware-platform)
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- [Data Format](#data-format)
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- [Label Format](#label-format)
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- [Data Access](#data-access)
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- [Citation](#citation)
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- [License](#license)
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<a id="key-features"></a>
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## ✨ Key Features
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- Large-scale, real-world, full-size humanoid robot multi-view, multi-modal data, continuously updated
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- Covers multiple domains including industry, home, medical, and service, with 31 sub-task scenarios
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- Includes 117 atomic skills such as grasping, bimanual operation, tool use, with a total duration of over 1000 hours
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<a id="hardware-platform"></a>
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## 🤖 Hardware Platform
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<div align="left">
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<img src="docs/images/kuavo4pro.png" alt="kuavo" width="200" style="display:inline-block; margin-right: 10px;">
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<img src="docs/images/kuavo_wheel.png" alt="kuavo_wheel" width="200" style="display:inline-block;">
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<a id="usage-guide"></a>
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## 🚀 Usage Guide
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<a id="dataset-download-example"></a>
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<a id="tool-repository"></a>
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<a id="tasks-and-data-overview"></a>
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## 🎬 Tasks and Data Overview
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This dataset covers various scenarios such as automobile factories, FMCG, hotel services, 3C factories, life services, logistics, etc., including multi-modal observations (RGB, Depth, joints, etc.) and a rich set of atomic skills (grasping, bimanual operation, tool use, etc.).
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<div style="overflow-x: auto; text-align: left; max-width: fit-content; margin-left: 0;">
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### Dataset Directory Structure
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```text
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├──
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│ ├── real
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│ │ ├── Labelled
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│ │ │ ├── customer_check_in-P4-dex_hand
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│ ├── package_weighing-P4-claw(Rq2f85)
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│ ├── SPS_parts_sorting-P4-claw(Rq2f85)
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│ └── target_placement-P4-claw(Rq2f85)
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```
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<a id="data-format"></a>
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| <b>Raw Sensor Data</b> | <span style="color:#1890FF">/sensors_data_raw</span> | <span style="color:#000000">kuavo_msgs/sensorsData</span> | sensor_time (timestamp),<br>joint_data (joint data: position, velocity, acceleration, current),<br>imu_data (IMU data: gyroscope, accelerometer, quaternion),<br>end_effector_data (end effector data, currently unused)|
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| <b>Dexterous Hand Position (Real Robot)</b> | <span style="color:#1890FF">/control_robot_hand_position</span> | <span style="color:#000000">kuavo_msgs/robotHandPosition</span> | left_hand_position (left hand 6D, 0 open, 100 closed),<br>right_hand_position (right hand 6D, 0 open, 100 closed)|
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| <b>Dexterous Hand State (Real Robot)</b> | <span style="color:#1890FF">/dexhand/state</span> | <span style="color:#000000">sensor_msgs/JointState</span> | name (12 joint names),<br>position (12 joint positions, first 6 for left hand, last 6 for right hand),<br>velocity (12 joint velocities),<br>effort (12 joint currents)|
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| <b>Gripper Control (Real Robot)</b> | <span style="color:#1890FF">/leju_claw_command</span> | <span style="color:#000000">kuavo_msgs/
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| <b>Gripper State (Real Robot)</b> | <span style="color:#1890FF">/leju_claw_state</span> | <span style="color:#000000">kuavo_msgs/lejuClawState</span> | state (int8[2], left/right gripper state, see details below),<br>data (kuavo_msgs/endEffectorData, contains gripper position, velocity, current)|
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| <b>Simulation Gripper Control</b> | <span style="color:#1890FF">/gripper/command</span> | <span style="color:#000000">sensor_msgs/JointState</span> | header (message header),<br>position (length 2, 0 open, 255 closed)|
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| <b>Simulation Gripper State</b> | <span style="color:#1890FF">/gripper/state</span> | <span style="color:#000000">sensor_msgs/JointState</span> | header (message header),<br>position (length 2, 0 open, 0.8 closed)|
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<a id="data-access"></a>
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## 📥Data Access
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<hr style="margin-top: -10px;margin-bottom: 6px">
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- **Official request:** You can request access by contacting the official email `wangsong@lejurobot.com`.
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- **Public platforms:** The LET dataset will be publicly released on major platforms such as Openloong, ModelScope, and Hugging Face to provide convenience for developers and researchers worldwide.
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<a id="citation"></a>
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## 📝 Citation
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<hr style="margin-top: -10px;margin-bottom: 6px">
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If you use this dataset in your research, please cite it according to the platform from which you accessed it:
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**Citation for Hugging Face**
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howpublished={\url{https://www.modelscope.cn/datasets/LejuRobotics/let_dataset}}
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}
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```
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<a id="license"></a>
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## 📄 License
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<hr style="margin-top: -10px;margin-bottom: 6px">
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All the data and code within this repo are under [CC BY-NC-SA-4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).
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---
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# LET:Full-Size Humanoid Robot Real-World Dataset
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+
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<div style="display: flex; justify-content: space-between; align-items: center; width: 100%;">
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<div>
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<a href="https://huggingface.co/datasets/LejuRobotics/let_dataset">
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</div>
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</div>
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[中文](https://www.modelscope.cn/datasets/LejuRobotics/let_dataset/file/view/master/README.md?id=159848&status=1)| [English]
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<div style="font-size:1.1em; max-width:800px; margin: 0 0 16px 0; text-align: left;">
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<b><span style="color:#000000">LET Dataset</span></b> is collected based on the full-size humanoid robot <b><span style="color:#1890FF">Kuavo 4 Pro</span></b> covering real-world multi-task data across multiple scenarios and operation types. It is designed for robot manipulation, mobility, and interaction tasks, supporting scalable robot learning in real environments.
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</div>
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## 📋 Table of Contents
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- [Key Features](#key-features)
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- [Hardware Platform](#hardware-platform)
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- [Data Format](#data-format)
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- [Label Format](#label-format)
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- [Data Access](#data-access)
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- [Data Communication Group](#data-communication-group)
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- [Citation](#citation)
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- [License](#license)
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<a id="key-features"></a>
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## ✨ Key Features
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+
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- Large-scale, real-world, full-size humanoid robot multi-view, multi-modal data, continuously updated
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- Covers multiple domains including industry, home, medical, and service, with 31 sub-task scenarios
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- Includes 117 atomic skills such as grasping, bimanual operation, tool use, with a total duration of over 1000 hours
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<a id="hardware-platform"></a>
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## 🤖 Hardware Platform
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<div align="left">
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<img src="docs/images/kuavo4pro.png" alt="kuavo" width="200" style="display:inline-block; margin-right: 10px;">
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<img src="docs/images/kuavo_wheel.png" alt="kuavo_wheel" width="200" style="display:inline-block;">
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<a id="usage-guide"></a>
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## 🚀 Usage Guide
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<a id="dataset-download-example"></a>
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<a id="tool-repository"></a>
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<a id="tasks-and-data-overview"></a>
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## 🎬 Tasks and Data Overview
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This dataset covers various scenarios such as automobile factories, FMCG, hotel services, 3C factories, life services, logistics, etc., including multi-modal observations (RGB, Depth, joints, etc.) and a rich set of atomic skills (grasping, bimanual operation, tool use, etc.).
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<div style="overflow-x: auto; text-align: left; max-width: fit-content; margin-left: 0;">
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### Dataset Directory Structure
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```text
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.
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├── hdf5
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│ ├── real
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│ │ ├── Labelled
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│ │ │ ├── customer_check_in-P4-dex_hand
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│ ├── package_weighing-P4-claw(Rq2f85)
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│ ├── SPS_parts_sorting-P4-claw(Rq2f85)
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│ └── target_placement-P4-claw(Rq2f85)
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└── rosbag
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├── real
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│ ├── Labelled // Same task structure as HDF5.
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│ └── Unlabelled // Same task structure as HDF5.
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└── sim
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└── Unlabelled // Same task structure as HDF5.
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```
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<a id="data-format"></a>
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| <b>Raw Sensor Data</b> | <span style="color:#1890FF">/sensors_data_raw</span> | <span style="color:#000000">kuavo_msgs/sensorsData</span> | sensor_time (timestamp),<br>joint_data (joint data: position, velocity, acceleration, current),<br>imu_data (IMU data: gyroscope, accelerometer, quaternion),<br>end_effector_data (end effector data, currently unused)|
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| <b>Dexterous Hand Position (Real Robot)</b> | <span style="color:#1890FF">/control_robot_hand_position</span> | <span style="color:#000000">kuavo_msgs/robotHandPosition</span> | left_hand_position (left hand 6D, 0 open, 100 closed),<br>right_hand_position (right hand 6D, 0 open, 100 closed)|
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| <b>Dexterous Hand State (Real Robot)</b> | <span style="color:#1890FF">/dexhand/state</span> | <span style="color:#000000">sensor_msgs/JointState</span> | name (12 joint names),<br>position (12 joint positions, first 6 for left hand, last 6 for right hand),<br>velocity (12 joint velocities),<br>effort (12 joint currents)|
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| <b>Gripper Control (Real Robot)</b> | <span style="color:#1890FF">/leju_claw_command</span> | <span style="color:#000000">kuavo_msgs/leju_claw_command</span> | name (length 2, left_claw/right_claw),<br>position (length 2, 0 open, 100 closed),<br>velocity (length 2, target velocity, default 50),<br>effort (length 2, target current in A, default 1)|
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| <b>Gripper State (Real Robot)</b> | <span style="color:#1890FF">/leju_claw_state</span> | <span style="color:#000000">kuavo_msgs/lejuClawState</span> | state (int8[2], left/right gripper state, see details below),<br>data (kuavo_msgs/endEffectorData, contains gripper position, velocity, current)|
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| <b>Simulation Gripper Control</b> | <span style="color:#1890FF">/gripper/command</span> | <span style="color:#000000">sensor_msgs/JointState</span> | header (message header),<br>position (length 2, 0 open, 255 closed)|
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| <b>Simulation Gripper State</b> | <span style="color:#1890FF">/gripper/state</span> | <span style="color:#000000">sensor_msgs/JointState</span> | header (message header),<br>position (length 2, 0 open, 0.8 closed)|
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<a id="data-access"></a>
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## 📥Data Access
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- **Official request:** You can request access by contacting the official email `wangsong@lejurobot.com`.
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- **Public platforms:** The LET dataset will be publicly released on major platforms such as Openloong, ModelScope, and Hugging Face to provide convenience for developers and researchers worldwide.
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<a id="data-communication-group"></a>
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## 📋 Data Communication Group
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- **Data communication QQ group: 1043359345**
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<div align="left">
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<img src="docs/images/qq.png" width="400" alt="LET Data Communication Group">
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</div>
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<a id="citation"></a>
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## 📝 Citation
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If you use this dataset in your research, please cite it according to the platform from which you accessed it:
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**Citation for Hugging Face**
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howpublished={\url{https://www.modelscope.cn/datasets/LejuRobotics/let_dataset}}
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}
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```
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<a id="license"></a>
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## 📄 License
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All the data and code within this repo are under [CC BY-NC-SA-4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).
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