Upload dataset Agilex_Cobot_Magic_classify_objects_eight

README.md

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+---
+task_categories:
+  - robotics
+
+language:
+  - en
+
+
+extra_gated_prompt: 'By accessing this dataset, you agree to cite the associated paper in your research/publications—see the "Citation" section for details. You agree to not use the dataset to conduct experiments that cause harm to human subjects.'
+
+
+
+extra_gated_fields:
+
+  Company/Organization:
+    type: 'text'
+    description: 'e.g., "ETH Zurich", "Boston Dynamics", "Independent Researcher"'
+
+  Country:
+    type: 'country'
+    description: 'e.g., "Germany", "China", "United States"'
+
+
+
+tags:
+  - RoboCOIN
+  - LeRobot
+
+license: apache-2.0
+
+configs:
+- config_name: default
+  data_files: data/chunk-{id}/episode_{id}.parquet
+---
+
+# Agilex_Cobot_Magic_classify_objects_eight
+
+## Dataset Description
+
+This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
+
+## Task Preview
+
+<video src="videos/chunk-000/observation.images.cam_head_rgb/episode_000000.mp4" controls width="640"></video>
+
+[View Video Directly](videos/chunk-000/observation.images.cam_head_rgb/episode_000000.mp4)
+
+### Overview
+
+- **Total Episodes:** 197
+- **Total Frames:** 337837
+- **FPS:** 30
+- **Dataset Size:** 4.51 GB
+- **Robot Name:** `Agilex_Cobot_Magic`
+- **End-Effector Type:** `two_finger_gripper`
+- **Teleoperation Type:** `Due to some reasons, this dataset temporarily cannot provide the teleoperation type information.`
+- **Sensors:** `cam_head_rgb`, 
+`cam_left_wrist_rgb`, 
+`cam_right_wrist_rgb`
+
+- **Camera Information:** cam_head_rgb; 
+cam_left_wrist_rgb; 
+cam_right_wrist_rgb
+
+- **Scene:** `household->kitchen`
+- **Objects:** `table(unknown)`, 
+`brown_basket(unknown)`, 
+`black_basket(unknown)`, 
+`bread(unknown)`, 
+`orange(unknown)`, 
+`green_lemon(unknown)`, 
+`pink_clear_plastic_cup(unknown)`, 
+`laundry_detergent(unknown)`, 
+`mentholatum_facial_cleanser(unknown)`, 
+`lemon(unknown)`, 
+`apple(unknown)`, 
+`mango(unknown)`, 
+`kiwi_fruit(unknown)`, 
+`mangosteen(unknown)`, 
+`pear(unknown)`, 
+`avocado(unknown)`, 
+`brown_clear_plastic_cup(unknown)`, 
+`shampoo(unknown)`, 
+`deli Water-based_Marker(unknown)`
+
+- **Task Description:** Place multiple objects separately in different baskets.
+
+
+### Primary Task Instruction
+> Place multiple objects separately in different baskets.
+
+### Robot Configuration
+
+- **Robot Name:** `Agilex_Cobot_Magic`
+- **Codebase Version:** `v2.1`
+- **End-Effector Type:** `two_finger_gripper`
+- **Teleoperation Type:** `Due to some reasons, this dataset temporarily cannot provide the teleoperation type information.`
+
+## Scene and Objects
+
+### Scene Type
+`household->kitchen`
+
+### Objects
+- `table(unknown)`
+- `brown_basket(unknown)`
+- `black_basket(unknown)`
+- `bread(unknown)`
+- `orange(unknown)`
+- `green_lemon(unknown)`
+- `pink_clear_plastic_cup(unknown)`
+- `laundry_detergent(unknown)`
+- `mentholatum_facial_cleanser(unknown)`
+- `lemon(unknown)`
+- `apple(unknown)`
+- `mango(unknown)`
+- `kiwi_fruit(unknown)`
+- `mangosteen(unknown)`
+- `pear(unknown)`
+- `avocado(unknown)`
+- `brown_clear_plastic_cup(unknown)`
+- `shampoo(unknown)`
+- `deli Water-based_Marker(unknown)`
+
+
+## Task Descriptions
+
+- **Standardized Task Description:** `Place multiple objects separately in different baskets.`
+- **Operation Type:** `Due to some reasons, this dataset temporarily cannot provide the operation type information.`
+
+- **Environment Type:** `Due to some reasons, this dataset temporarily cannot provide the environment type information.`
+
+### Sub-Tasks
+This dataset includes 95 distinct subtasks:
+
+1. **Place the pear in the light basket with right gripper** (Index: 0)
+2. **Pick up the shampoo with left gripper** (Index: 1)
+3. **Place the pink marker pen in the dark basket with right gripper** (Index: 2)
+4. **Pick up the pear with left gripper** (Index: 3)
+5. **Place the lime in the light basket with right gripper** (Index: 4)
+6. **Place the laundry detergent in the dark basket with right gripper** (Index: 5)
+7. **Place the mango in the light basket with right gripper** (Index: 6)
+8. **Pick up the light brown cup with left gripper** (Index: 7)
+9. **Place the orange in the light basket with right gripper** (Index: 8)
+10. **Pick up the dark brown cup with left gripper** (Index: 9)
+11. **Place the dark brown cup in the dark basket with left gripper** (Index: 10)
+12. **Pick up the light brown cup with right gripper** (Index: 11)
+13. **Pick up pink marker pen with right gripper** (Index: 12)
+14. **Pick up the lime with left gripper** (Index: 13)
+15. **Pick up kiwi with left gripper** (Index: 14)
+16. **Pick up mango with left gripper** (Index: 15)
+17. **Place the shampoo in the dark basket with right gripper** (Index: 16)
+18. **Place the dark brown cup in the dark basket with right gripper** (Index: 17)
+19. **Pick up the pomegranate with right gripper** (Index: 18)
+20. **Pick up the pear with right gripper** (Index: 19)
+21. **Pick up the dark brown cup with right gripper** (Index: 20)
+22. **Pick up the red cup with right gripper** (Index: 21)
+23. **Place the pomegranate in the light basket with left gripper** (Index: 22)
+24. **Pick up the avocado with right gripper** (Index: 23)
+25. **Pick up the hard facial cleanser with left gripper** (Index: 24)
+26. **Place the Incense box in the dark basket with left gripper** (Index: 25)
+27. **Pick up the shampoo with right gripper** (Index: 26)
+28. **Place the banana in the light basket with right gripper** (Index: 27)
+29. **Place the laundry detergent in the dark basket with left gripper** (Index: 28)
+30. **Pick up the orange with right gripper** (Index: 29)
+31. **Place the mangosteen in the light basket with right gripper** (Index: 30)
+32. **Place the hard facial cleanser in the dark basket with right gripper** (Index: 31)
+33. **Pick up Incense box with right gripper** (Index: 32)
+34. **Place the red marker in the dark basket with right gripper** (Index: 33)
+35. **Pick up the lemon with left gripper** (Index: 34)
+36. **Place the banana in the light basket with left gripper** (Index: 35)
+37. **Pick up Incense box with left gripper** (Index: 36)
+38. **Pick up kiwi with right gripper** (Index: 37)
+39. **Pick up the mango with right gripper** (Index: 38)
+40. **Place the lemon in the light basket with left gripper** (Index: 39)
+41. **Pick up the laundry detergent with left gripper** (Index: 40)
+42. **Pick up toothpaste with right gripper** (Index: 41)
+43. **Pick up the bread with right gripper** (Index: 42)
+44. **Pick up toothpaste with left gripper** (Index: 43)
+45. **Place the red cup in the dark basket with left gripper** (Index: 44)
+46. **Place the red cup in the dark basket with right gripper** (Index: 45)
+47. **Place the lemon in the light basket with right gripper** (Index: 46)
+48. **Pick up banana with left gripper** (Index: 47)
+49. **Place the avocado in the light basket with right gripper** (Index: 48)
+50. **Pick up egg yolk pastry with left gripper** (Index: 49)
+51. **Place the light brown cup in the dark basket with left gripper** (Index: 50)
+52. **Pick up egg yolk pastry with right gripper** (Index: 51)
+53. **Place the orange in the light basket with left gripper** (Index: 52)
+54. **Place the hard facial cleanser in the dark basket with left gripper** (Index: 53)
+55. **Pick up the lemon with right gripper** (Index: 54)
+56. **Place the kiwi in the light basket with right gripper** (Index: 55)
+57. **End** (Index: 56)
+58. **Pick up gray cup with left gripper** (Index: 57)
+59. **Place the pomegranate in the light basket with right gripper** (Index: 58)
+60. **Pick up banana with right gripper** (Index: 59)
+61. **Place the blackboard eraser in the dark basket with left gripper** (Index: 60)
+62. **Pick up the red marker with right gripper** (Index: 61)
+63. **Place the red marker in the dark basket with left gripper** (Index: 62)
+64. **Place the gray cup in the dark basket with left gripper** (Index: 63)
+65. **Pick up the red cup with left gripper** (Index: 64)
+66. **Place the kiwi in the light basket with left gripper** (Index: 65)
+67. **Pick up the mangosteen with left gripper** (Index: 66)
+68. **Pick up the orange with left gripper** (Index: 67)
+69. **Place the mangosteen in the light basket with left gripper** (Index: 68)
+70. **Place the bread in the light basket with right gripper** (Index: 69)
+71. **Place the toothpaste in the dark basket with right gripper** (Index: 70)
+72. **Pick up the lime with right gripper** (Index: 71)
+73. **Place the mango in the light basket with left gripper** (Index: 72)
+74. **Pick up the mangosteen with right gripper** (Index: 73)
+75. **Place the pink marker pen in the dark basket with left gripper** (Index: 74)
+76. **Pick up the red marker with left gripper** (Index: 75)
+77. **Place the pear in the light basket with left gripper** (Index: 76)
+78. **Pick up blackboard eraser with right gripper** (Index: 77)
+79. **Place the blackboard eraser in the dark basket with right gripper** (Index: 78)
+80. **Place the shampoo in the dark basket with left gripper** (Index: 79)
+81. **Place the egg yolk pastry in the light basket with left gripper** (Index: 80)
+82. **Pick up the pomegranate with left gripper** (Index: 81)
+83. **Place the toothpaste in the dark basket with left gripper** (Index: 82)
+84. **Pick up blackboard eraser with left gripper** (Index: 83)
+85. **Place the Incense box in the dark basket with right gripper** (Index: 84)
+86. **Pick up the hard facial cleanser with right gripper** (Index: 85)
+87. **Place the apple in the light basket with right gripper** (Index: 86)
+88. **Place the avocado in the light basket with left gripper** (Index: 87)
+89. **Pick up pink marker pen with left gripper** (Index: 88)
+90. **Pick up the avocado with left gripper** (Index: 89)
+91. **Pick up the laundry detergent with right gripper** (Index: 90)
+92. **Place the egg yolk pastry in the light basket with right gripper** (Index: 91)
+93. **Pick up the apple with right gripper** (Index: 92)
+94. **Place the lime in the light basket with left gripper** (Index: 93)
+95. **null** (Index: 94)
+
+
+### Atomic Actions
+- `grasp`
+- `lift`
+- `lower`
+
+
+## Hardware and Sensors
+
+
+### Sensors
+
+- `cam_head_rgb`
+
+- `cam_left_wrist_rgb`
+
+- `cam_right_wrist_rgb`
+
+
+
+
+### Camera Information
+
+
+- `cam_head_rgb`: dtype=video, shape=480x640x3, resolution=640x480, codec=av1, pix_fmt=yuv420p
+
+- `cam_left_wrist_rgb`: dtype=video, shape=480x640x3, resolution=640x480, codec=av1, pix_fmt=yuv420p
+
+- `cam_right_wrist_rgb`: dtype=video, shape=480x640x3, resolution=640x480, codec=av1, pix_fmt=yuv420p
+
+
+
+
+### Coordinate System
+- **Definition:** `right-hand-frame`
+
+
+### Dimensions & Units
+- **Joint Rotation:** `radian`
+- **End-Effector Rotation:** `radian`
+- **End-Effector Translation:** `meter`
+
+
+
+
+## Dataset Statistics
+
+| Metric | Value |
+|--------|-------|
+| **Total Episodes** | 197 |
+| **Total Frames** | 337837 |
+| **Total Tasks** | 95 |
+| **Total Videos** | 591 |
+| **Total Chunks** | 1 |
+| **Chunk Size** | 1000 |
+| **FPS** | 30 |
+| **State Dimensions** | 26 |
+| **Action Dimensions** | 26 |
+| **Camera Views** | 3 |
+| **Dataset Size** | 4.51 GB |
+
+
+## Data Splits
+
+The dataset is organized into the following splits:
+
+- **Training**: Episodes 0:196
+
+
+## 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-{id}/episode_{id}.parquet`
+- **Video Path Pattern**: `videos/chunk-{id}/observation.images.cam_left_wrist_rgb/episode_{id}.mp{id}`
+- **Chunking**: Data is organized into 1 chunk(s)
+of size 1000
+
+### Data Structure (Tree)
+
+```
+Agilex_Cobot_Magic_classify_objects_eight_qced_hardlink/
+|-- annotations
+|   |-- eef_acc_mag_annotation.jsonl
+|   |-- eef_direction_annotation.jsonl
+|   |-- eef_velocity_annotation.jsonl
+|   |-- gripper_activity_annotation.jsonl
+|   |-- gripper_mode_annotation.jsonl
+|   |-- scene_annotations.jsonl
+|   `-- subtask_annotations.jsonl
+|-- data
+|   `-- chunk-000
+|       |-- episode_000000.parquet
+|       |-- episode_000001.parquet
+|       |-- episode_000002.parquet
+|       |-- episode_000003.parquet
+|       |-- episode_000004.parquet
+|       |-- episode_000005.parquet
+|       |-- episode_000006.parquet
+|       |-- episode_000007.parquet
+|       |-- episode_000008.parquet
+|       |-- episode_000009.parquet
+|       |-- episode_000010.parquet
+|       `-- episode_000011.parquet
+|       `-- ... (185 more entries)
+|-- meta
+|   |-- episodes.jsonl
+|   |-- episodes_stats.jsonl
+|   |-- info.json
+|   `-- tasks.jsonl
+|-- videos
+|   `-- chunk-000
+|       |-- observation.images.cam_head_rgb
+|       |-- observation.images.cam_left_wrist_rgb
+|       `-- observation.images.cam_right_wrist_rgb
+|-- info.yaml
+`-- README.md
+```
+
+## Camera Views
+
+
+
+
+
+
+This dataset includes 3 camera views: `cam_head_rgb`, `cam_left_wrist_rgb`, `cam_right_wrist_rgb`.
+
+
+## Features (Full YAML)
+
+```yaml
+observation.images.cam_head_rgb:
+  dtype: video
+  shape:
+  - 480
+  - 640
+  - 3
+  names:
+  - height
+  - width
+  - channels
+  info:
+    video.height: 480
+    video.width: 640
+    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:
+  - 480
+  - 640
+  - 3
+  names:
+  - height
+  - width
+  - channels
+  info:
+    video.height: 480
+    video.width: 640
+    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:
+  - 480
+  - 640
+  - 3
+  names:
+  - height
+  - width
+  - channels
+  info:
+    video.height: 480
+    video.width: 640
+    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:
+  - 26
+  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
+  - left_eef_pos_x_m
+  - left_eef_pos_y_m
+  - left_eef_pos_z_m
+  - left_eef_rot_euler_x_rad
+  - left_eef_rot_euler_y_rad
+  - left_eef_rot_euler_z_rad
+  - 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
+  - right_eef_pos_x_m
+  - right_eef_pos_y_m
+  - right_eef_pos_z_m
+  - right_eef_rot_euler_x_rad
+  - right_eef_rot_euler_y_rad
+  - right_eef_rot_euler_z_rad
+action:
+  dtype: float32
+  shape:
+  - 26
+  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
+  - left_eef_pos_x_m
+  - left_eef_pos_y_m
+  - left_eef_pos_z_m
+  - left_eef_rot_euler_x_rad
+  - left_eef_rot_euler_y_rad
+  - left_eef_rot_euler_z_rad
+  - 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
+  - right_eef_pos_x_m
+  - right_eef_pos_y_m
+  - right_eef_pos_z_m
+  - right_eef_rot_euler_x_rad
+  - right_eef_rot_euler_y_rad
+  - right_eef_rot_euler_z_rad
+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_rot_x
+  - left_eef_rot_y
+  - left_eef_rot_z
+  - right_eef_pos_x
+  - right_eef_pos_y
+  - right_eef_pos_z
+  - right_eef_rot_x
+  - right_eef_rot_y
+  - right_eef_rot_z
+  dtype: float32
+  shape:
+  - 12
+eef_sim_pose_action:
+  names:
+  - left_eef_pos_x
+  - left_eef_pos_y
+  - left_eef_pos_z
+  - left_eef_rot_x
+  - left_eef_rot_y
+  - left_eef_rot_z
+  - right_eef_pos_x
+  - right_eef_pos_y
+  - right_eef_pos_z
+  - right_eef_rot_x
+  - right_eef_rot_y
+  - right_eef_rot_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_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
+gripper_activity_action:
+  names:
+  - left_gripper_activity
+  - right_gripper_activity
+  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
+
+```
+
+## Available Annotations
+
+This dataset includes rich annotations to support diverse learning approaches:
+
+- `eef_acc_mag_annotation.jsonl`
+- `eef_direction_annotation.jsonl`
+- `eef_velocity_annotation.jsonl`
+- `gripper_activity_annotation.jsonl`
+- `gripper_mode_annotation.jsonl`
+- `scene_annotations.jsonl`
+- `subtask_annotations.jsonl`
+
+
+## Dataset Tags
+
+- `RoboCOIN`
+- `LeRobot`
+
+
+## Authors
+
+### Contributors
+This dataset is contributed by:-RoboCOIN Team at Beijing Academy of Artificial Intelligence (BAAI)
+
+### Annotators
+No annotator information available.
+
+## Links
+
+- **Homepage:** [https://flagopen.github.io/RoboCOIN/](https://flagopen.github.io/RoboCOIN/)
+- **Paper:** [https://arxiv.org/abs/2511.17441](https://arxiv.org/abs/2511.17441)
+- **Repository:** [https://github.com/FlagOpen/RoboCOIN](https://github.com/FlagOpen/RoboCOIN)
+## Contact and Support
+
+For questions, issues, or feedback regarding this dataset, please contact us.
+### Support
+For technical support, please open an issue on our GitHub repository.
+
+## License
+
+apache-2.0
+
+## Citation
+
+If you use this dataset in your research, please cite:
+
+```bibtex
+@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
+
+Initial Release

annotations/eef_acc_mag_annotation.jsonl

@@ -0,0 +1,3 @@
+{"eef_acc_mag_index": 0, "eef_acc_mag": "constant"}
+{"eef_acc_mag_index": 1, "eef_acc_mag": "accelerating"}
+{"eef_acc_mag_index": 2, "eef_acc_mag": "decelerating"}

annotations/eef_direction_annotation.jsonl

@@ -0,0 +1,7 @@
+{"eef_direction_index": 0, "eef_direction": "forward"}
+{"eef_direction_index": 1, "eef_direction": "backward"}
+{"eef_direction_index": 2, "eef_direction": "left"}
+{"eef_direction_index": 3, "eef_direction": "right"}
+{"eef_direction_index": 4, "eef_direction": "up"}
+{"eef_direction_index": 5, "eef_direction": "down"}
+{"eef_direction_index": 6, "eef_direction": "still"}

annotations/eef_velocity_annotation.jsonl

@@ -0,0 +1,3 @@
+{"eef_velocity_index": 0, "eef_velocity": "still"}
+{"eef_velocity_index": 1, "eef_velocity": "slow"}
+{"eef_velocity_index": 2, "eef_velocity": "fast"}

annotations/gripper_activity_annotation.jsonl

@@ -0,0 +1,4 @@
+{"gripper_activity_index": 0, "gripper_activity": "openning"}
+{"gripper_activity_index": 1, "gripper_activity": "closing"}
+{"gripper_activity_index": 2, "gripper_activity": "holding"}
+{"gripper_activity_index": 3, "gripper_activity": "unknown"}

annotations/gripper_mode_annotation.jsonl

@@ -0,0 +1,3 @@
+{"gripper_mode_index": 0, "gripper_mode": "open"}
+{"gripper_mode_index": 1, "gripper_mode": "closed"}
+{"gripper_mode_index": 2, "gripper_mode": "unknown"}

annotations/scene_annotations.jsonl

@@ -0,0 +1,201 @@
+{"episode_idx": 0, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 1, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 2, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 3, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 4, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 5, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 6, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 7, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 8, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 9, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 10, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 11, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 12, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 13, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 14, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 15, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 16, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 17, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 18, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 19, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 20, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 21, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 22, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 23, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 24, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 25, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 26, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 27, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 28, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 29, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 30, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 31, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 32, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 33, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 34, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 35, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 36, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 37, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 38, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 39, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 40, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 41, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 42, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 43, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 44, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 45, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 46, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 47, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 48, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 49, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 50, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 51, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 52, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 53, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 54, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 55, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 56, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 57, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 58, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 59, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 60, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 61, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 62, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 63, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 64, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 65, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 66, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 67, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 68, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 69, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 70, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 71, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 72, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 73, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 74, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 75, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 76, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 77, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 78, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 79, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 80, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 81, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 82, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 83, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 84, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 85, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 86, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 87, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 88, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 89, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 90, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 91, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 92, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 93, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 94, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 95, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 96, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 97, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 98, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 99, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 100, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 101, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 102, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 103, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 104, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 105, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 106, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 107, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 108, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 109, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 110, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 111, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 112, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 113, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 114, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 115, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 116, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 117, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 118, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 119, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 120, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 121, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 122, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 123, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 124, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 125, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 126, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 127, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 128, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 129, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 130, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 131, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 132, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 133, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 134, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 135, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 136, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 137, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 138, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 139, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 140, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 141, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 142, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 143, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 144, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 145, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 146, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 147, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 148, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
+{"episode_idx": 149, "scene_annotation": "The brown basket is in the front-left, and the yellow basket is in the front-right. Put the items into the baskets"}
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