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Upload dataset Galaxea_R1_Lite_classify_object_six

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  1. README.md +665 -0
  2. annotations/eef_acc_mag_annotation.jsonl +3 -0
  3. annotations/eef_direction_annotation.jsonl +7 -0
  4. annotations/eef_velocity_annotation.jsonl +3 -0
  5. annotations/gripper_activity_annotation.jsonl +4 -0
  6. annotations/gripper_mode_annotation.jsonl +3 -0
  7. annotations/scene_annotations.jsonl +106 -0
  8. annotations/subtask_annotations.jsonl +73 -0
  9. data/chunk-000/episode_000000.parquet +3 -0
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README.md ADDED
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+ ---
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+ task_categories:
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+ - robotics
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+
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+ language:
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+ - en
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+
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+
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+ 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.'
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+
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+
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+
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+ extra_gated_fields:
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+
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+ Company/Organization:
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+ type: 'text'
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+ description: 'e.g., "ETH Zurich", "Boston Dynamics", "Independent Researcher"'
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+
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+ Country:
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+ type: 'country'
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+ description: 'e.g., "Germany", "China", "United States"'
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+
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+
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+
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+ tags:
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+ - RoboCOIN
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+ - LeRobot
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+
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+ license: apache-2.0
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+
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+ configs:
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+ - config_name: default
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+ data_files: data/chunk-{id}/episode_{id}.parquet
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+ ---
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+
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+ # Galaxea_R1_Lite_classify_object_six
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+
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+ ## Dataset Description
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+
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+ This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
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+
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+ ## Task Preview
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+
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+ <video src="videos/chunk-000/observation.images.cam_head_left_rgb/episode_000000.mp4" controls width="640"></video>
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+
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+ [View Video Directly](videos/chunk-000/observation.images.cam_head_left_rgb/episode_000000.mp4)
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+
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+ ### Overview
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+
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+ - **Total Episodes:** 105
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+ - **Total Frames:** 86401
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+ - **FPS:** 30
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+ - **Dataset Size:** 5.25 GB
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+ - **Robot Name:** `Galaxea_R1_Lite`
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+ - **End-Effector Type:** `two_finger_gripper`
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+ - **Teleoperation Type:** `Due to some reasons, this dataset temporarily cannot provide the teleoperation type information.`
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+ - **Sensors:** `cam_head_left_rgb`,
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+ `cam_head_right_rgb`,
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+ `cam_left_wrist_rgb`,
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+ `cam_right_wrist_rgb`
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+
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+ - **Camera Information:** cam_head_left_rgb;
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+ cam_head_right_rgb;
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+ cam_left_wrist_rgb;
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+ cam_right_wrist_rgb
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+
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+ - **Scene:** `commercial_convenience->supermarket`
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+ - **Objects:** `brown_basket(unknown)`,
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+ `yellow_basket(unknown)`,
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+ `any_fruits(unknown)`,
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+ `any_vegetables(unknown)`,
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+ `any_snacks(unknown)`,
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+ `any_bread(unknown)`
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+
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+ - **Task Description:** place the food in the right basket with the right gripper, and place the non food items in the left basket with the left gripper.
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+
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+
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+ ### Primary Task Instruction
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+ > place the food in the right basket with the right gripper, and place the non food items in the left basket with the left gripper.
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+
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+ ### Robot Configuration
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+
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+ - **Robot Name:** `Galaxea_R1_Lite`
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+ - **Codebase Version:** `v2.1`
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+ - **End-Effector Type:** `two_finger_gripper`
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+ - **Teleoperation Type:** `Due to some reasons, this dataset temporarily cannot provide the teleoperation type information.`
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+
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+ ## Scene and Objects
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+
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+ ### Scene Type
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+ `commercial_convenience->supermarket`
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+
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+ ### Objects
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+ - `brown_basket(unknown)`
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+ - `yellow_basket(unknown)`
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+ - `any_fruits(unknown)`
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+ - `any_vegetables(unknown)`
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+ - `any_snacks(unknown)`
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+ - `any_bread(unknown)`
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+
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+
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+ ## Task Descriptions
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+
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+ - **Standardized Task Description:** `place the food in the right basket with the right gripper, and place the non food items in the left basket with the left gripper.`
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+ - **Operation Type:** `Due to some reasons, this dataset temporarily cannot provide the operation type information.`
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+
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+ - **Environment Type:** `Due to some reasons, this dataset temporarily cannot provide the environment type information.`
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+
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+ ### Sub-Tasks
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+ This dataset includes 73 distinct subtasks:
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+
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+ 1. **Grasp the round bread and put it in the right basket** (Index: 0)
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+ 2. **Grasp the small basket containing bread and put it in the right basket** (Index: 1)
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+ 3. **Grasp the lemon and put it in the right basket** (Index: 2)
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+ 4. **Grasp the egg yolk pastry and put it in the right basket** (Index: 3)
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+ 5. **Grasp the can and put it in the right basket** (Index: 4)
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+ 6. **Grasp the apple and put it in the right basket** (Index: 5)
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+ 7. **Grasp the long bread and put it in the right basket** (Index: 6)
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+ 8. **Grasp the canned cola and put it in the right basket** (Index: 7)
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+ 9. **Grasp the back scratcher and put it in the left basket** (Index: 8)
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+ 10. **Grasp the glasses case and put it in the left basket** (Index: 9)
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+ 11. **Grasp the peeler and put it in the left basket** (Index: 10)
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+ 12. **Grasp the cookie and put it in the right basket** (Index: 11)
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+ 13. **Grasp the yellow duck and put it in the right basket** (Index: 12)
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+ 14. **Grasp the cleaning agent and put it in the left basket** (Index: 13)
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+ 15. **Grasp the soft cleanser and put it in the left basket** (Index: 14)
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+ 16. **Grasp the waffle and put it in the right basket** (Index: 15)
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+ 17. **Grasp the grey towel and put it in the left basket** (Index: 16)
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+ 18. **Grasp the orange and put it in the right basket** (Index: 17)
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+ 19. **Grasp the brown towel and put it in the left basket** (Index: 18)
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+ 20. **Grasp the pen container and put it in the left basket** (Index: 19)
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+ 21. **Grasp the hard cleanser and put it in the left basket** (Index: 20)
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+ 22. **Grasp the canned cola and put it in the left basket** (Index: 21)
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+ 23. **Grasp the triangle cake and put it in the right basket** (Index: 22)
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+ 24. **Grasp the shower sphere and put it in the left basket** (Index: 23)
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+ 25. **Grasp the rubiks cube and put it in the right basket** (Index: 24)
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+ 26. **Grasp the broom and put it in the left basket** (Index: 25)
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+ 27. **Grasp the white eraser and put it in the left basket** (Index: 26)
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+ 28. **Grasp the milk and put it in the right basket** (Index: 27)
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+ 29. **Grasp the lime and put it in the right basket** (Index: 28)
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+ 30. **Grasp the brown towel and put it in the right basket** (Index: 29)
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+ 31. **Grasp the duck toys and put it in the left basket** (Index: 30)
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+ 32. **Grasp the power strip and put it in the left basket** (Index: 31)
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+ 33. **Grasp the red duck and put it in the left basket** (Index: 32)
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+ 34. **Grasp the shampoo and put it in the left basket** (Index: 33)
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+ 35. **Grasp the yellow duck and put it in the left basket** (Index: 34)
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+ 36. **Grasp the peach and put it in the right basket** (Index: 35)
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+ 37. **Abnormal** (Index: 36)
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+ 38. **Grasp the tea cup and put it in the left basket** (Index: 37)
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+ 39. **Grasp the pink marker and put it in the left basket** (Index: 38)
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+ 40. **Grasp the brush and put it in the left basket** (Index: 39)
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+ 41. **Grasp the washing liquid and put it in the left basket** (Index: 40)
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+ 42. **Place the rubiks cube in the center of the table** (Index: 41)
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+ 43. **Grasp the soap and put it in the left basket** (Index: 42)
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+ 44. **Grasp the grey towel and put it in the right basket** (Index: 43)
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+ 45. **Grasp the blue marker and put it in the left basket** (Index: 44)
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+ 46. **Grasp the black glass cup and put it in the left basket** (Index: 45)
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+ 47. **Grasp the bath ball and put it in the left basket** (Index: 46)
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+ 48. **Grasp the coke and put it in the right basket** (Index: 47)
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+ 49. **Grasp the potato chips and put it in the right basket** (Index: 48)
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+ 50. **Grasp the ballpoint pen and put it in the left basket** (Index: 49)
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+ 51. **Grasp the rubiks cube and put it in the left basket** (Index: 50)
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+ 52. **Grasp the square chewing gum and put it in the right basket** (Index: 51)
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+ 53. **Grasp the glasses case and put it in the right basket** (Index: 52)
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+ 54. **Grasp the banana and put it in the right basket** (Index: 53)
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+ 55. **Grasp the ad milk and put it in the right basket** (Index: 54)
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+ 56. **Grasp the soda water and put it in the right basket** (Index: 55)
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+ 57. **Grasp the peach doll and put it in the right basket** (Index: 56)
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+ 58. **Grasp the spoon and put it in the left basket** (Index: 57)
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+ 59. **Grasp the blue marker and put it in the right basket** (Index: 58)
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+ 60. **Grasp the blue cup and put it in the left basket** (Index: 59)
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+ 61. **Grasp the compass and put it in the left basket** (Index: 60)
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+ 62. **Grasp the chocolate and put it in the right basket** (Index: 61)
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+ 63. **Grasp the compass and put it in the right basket** (Index: 62)
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+ 64. **End** (Index: 63)
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+ 65. **Grasp the tape and put it in the left basket** (Index: 64)
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+ 66. **Grasp the peeler and put it in the right basket** (Index: 65)
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+ 67. **Grasp the yogurt and put it in the right basket** (Index: 66)
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+ 68. **Grasp the green lemon and put it in the right basket** (Index: 67)
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+ 69. **Grasp the black marker and put it in the left basket** (Index: 68)
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+ 70. **Grasp the round chewing gum and put it in the right basket** (Index: 69)
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+ 71. **Grasp the bread slice and put it in the right basket** (Index: 70)
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+ 72. **Grasp the square chewing gum and put it in the left basket** (Index: 71)
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+ 73. **null** (Index: 72)
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+
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+
187
+ ### Atomic Actions
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+ - `grasp`
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+ - `pick`
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+ - `place`
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+
192
+
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+ ## Hardware and Sensors
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+
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+
196
+ ### Sensors
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+
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+ - `cam_head_left_rgb`
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+
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+ - `cam_head_right_rgb`
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+
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+ - `cam_left_wrist_rgb`
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+
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+ - `cam_right_wrist_rgb`
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+
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+
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+
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+
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+ ### Camera Information
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+
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+
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+ - `cam_head_left_rgb`: dtype=video, shape=720x1280x3, resolution=1280x720, codec=av1, pix_fmt=yuv420p
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+
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+ - `cam_head_right_rgb`: dtype=video, shape=720x1280x3, resolution=1280x720, codec=av1, pix_fmt=yuv420p
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+
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+ - `cam_left_wrist_rgb`: dtype=video, shape=720x1280x3, resolution=1280x720, codec=av1, pix_fmt=yuv420p
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+
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+ - `cam_right_wrist_rgb`: dtype=video, shape=720x1280x3, resolution=1280x720, codec=av1, pix_fmt=yuv420p
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+
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+
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+
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+
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+ ### Coordinate System
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+ - **Definition:** `right-hand-frame`
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+
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+
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+ ### Dimensions & Units
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+ - **Joint Rotation:** `radian`
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+ - **End-Effector Rotation:** `end_rotation_dim`
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+ - **End-Effector Translation:** `end_translation_dim`
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+
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+
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+
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+
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+ ## Dataset Statistics
236
+
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+ | Metric | Value |
238
+ |--------|-------|
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+ | **Total Episodes** | 105 |
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+ | **Total Frames** | 86401 |
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+ | **Total Tasks** | 73 |
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+ | **Total Videos** | 420 |
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+ | **Total Chunks** | 1 |
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+ | **Chunk Size** | 1000 |
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+ | **FPS** | 30 |
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+ | **State Dimensions** | 14 |
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+ | **Action Dimensions** | 14 |
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+ | **Camera Views** | 4 |
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+ | **Dataset Size** | 5.25 GB |
250
+
251
+
252
+ ## Data Splits
253
+
254
+ The dataset is organized into the following splits:
255
+
256
+ - **Training**: Episodes 0:104
257
+
258
+
259
+ ## Dataset Structure
260
+
261
+ This dataset follows the LeRobot format and contains the following components:
262
+
263
+ ### Data Files
264
+ - **Videos**: Compressed video files containing RGB camera observations
265
+ - **State Data**: Robot joint positions, velocities, and other state information
266
+ - **Action Data**: Robot action commands and trajectories
267
+ - **Metadata**: Episode metadata, timestamps, and annotations
268
+
269
+ ### File Organization
270
+ - **Data Path Pattern**: `data/chunk-{id}/episode_{id}.parquet`
271
+ - **Video Path Pattern**: `videos/chunk-{id}/observation.images.cam_left_wrist_rgb/episode_{id}.mp{id}`
272
+ - **Chunking**: Data is organized into 1 chunk(s)
273
+ of size 1000
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+
275
+ ### Data Structure (Tree)
276
+
277
+ ```
278
+ Galaxea_R1_Lite_classify_object_six_qced_hardlink/
279
+ |-- annotations
280
+ | |-- eef_acc_mag_annotation.jsonl
281
+ | |-- eef_direction_annotation.jsonl
282
+ | |-- eef_velocity_annotation.jsonl
283
+ | |-- gripper_activity_annotation.jsonl
284
+ | |-- gripper_mode_annotation.jsonl
285
+ | |-- scene_annotations.jsonl
286
+ | `-- subtask_annotations.jsonl
287
+ |-- data
288
+ | `-- chunk-000
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+ | |-- episode_000000.parquet
290
+ | |-- episode_000001.parquet
291
+ | |-- episode_000002.parquet
292
+ | |-- episode_000003.parquet
293
+ | |-- episode_000004.parquet
294
+ | |-- episode_000005.parquet
295
+ | |-- episode_000006.parquet
296
+ | |-- episode_000007.parquet
297
+ | |-- episode_000008.parquet
298
+ | |-- episode_000009.parquet
299
+ | |-- episode_000010.parquet
300
+ | `-- episode_000011.parquet
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+ | `-- ... (93 more entries)
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+ |-- meta
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+ | |-- episodes.jsonl
304
+ | |-- episodes_stats.jsonl
305
+ | |-- info.json
306
+ | `-- tasks.jsonl
307
+ |-- videos
308
+ | `-- chunk-000
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+ | |-- observation.images.cam_head_left_rgb
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+ | |-- observation.images.cam_head_right_rgb
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+ | |-- observation.images.cam_left_wrist_rgb
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+ | `-- observation.images.cam_right_wrist_rgb
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+ |-- info.yaml
314
+ `-- README.md
315
+ ```
316
+
317
+ ## Camera Views
318
+
319
+
320
+
321
+
322
+
323
+
324
+ This dataset includes 4 camera views: `cam_head_left_rgb`, `cam_head_right_rgb`, `cam_left_wrist_rgb`, `cam_right_wrist_rgb`.
325
+
326
+
327
+ ## Features (Full YAML)
328
+
329
+ ```yaml
330
+ observation.images.cam_head_left_rgb:
331
+ dtype: video
332
+ shape:
333
+ - 720
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+ - 1280
335
+ - 3
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+ names:
337
+ - height
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+ - width
339
+ - channels
340
+ info:
341
+ video.height: 720
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+ video.width: 1280
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+ video.codec: av1
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+ video.pix_fmt: yuv420p
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+ video.is_depth_map: false
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+ video.fps: 30
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+ video.channels: 3
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+ has_audio: false
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+ observation.images.cam_head_right_rgb:
350
+ dtype: video
351
+ shape:
352
+ - 720
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+ - 1280
354
+ - 3
355
+ names:
356
+ - height
357
+ - width
358
+ - channels
359
+ info:
360
+ video.height: 720
361
+ video.width: 1280
362
+ video.codec: av1
363
+ video.pix_fmt: yuv420p
364
+ video.is_depth_map: false
365
+ video.fps: 30
366
+ video.channels: 3
367
+ has_audio: false
368
+ observation.images.cam_left_wrist_rgb:
369
+ dtype: video
370
+ shape:
371
+ - 720
372
+ - 1280
373
+ - 3
374
+ names:
375
+ - height
376
+ - width
377
+ - channels
378
+ info:
379
+ video.height: 720
380
+ video.width: 1280
381
+ video.codec: av1
382
+ video.pix_fmt: yuv420p
383
+ video.is_depth_map: false
384
+ video.fps: 30
385
+ video.channels: 3
386
+ has_audio: false
387
+ observation.images.cam_right_wrist_rgb:
388
+ dtype: video
389
+ shape:
390
+ - 720
391
+ - 1280
392
+ - 3
393
+ names:
394
+ - height
395
+ - width
396
+ - channels
397
+ info:
398
+ video.height: 720
399
+ video.width: 1280
400
+ video.codec: av1
401
+ video.pix_fmt: yuv420p
402
+ video.is_depth_map: false
403
+ video.fps: 30
404
+ video.channels: 3
405
+ has_audio: false
406
+ observation.state:
407
+ dtype: float32
408
+ shape:
409
+ - 14
410
+ names:
411
+ - left_arm_joint_1_rad
412
+ - left_arm_joint_2_rad
413
+ - left_arm_joint_3_rad
414
+ - left_arm_joint_4_rad
415
+ - left_arm_joint_5_rad
416
+ - left_arm_joint_6_rad
417
+ - right_arm_joint_1_rad
418
+ - right_arm_joint_2_rad
419
+ - right_arm_joint_3_rad
420
+ - right_arm_joint_4_rad
421
+ - right_arm_joint_5_rad
422
+ - right_arm_joint_6_rad
423
+ - left_gripper_open
424
+ - right_gripper_open
425
+ action:
426
+ dtype: float32
427
+ shape:
428
+ - 14
429
+ names:
430
+ - left_arm_joint_1_rad
431
+ - left_arm_joint_2_rad
432
+ - left_arm_joint_3_rad
433
+ - left_arm_joint_4_rad
434
+ - left_arm_joint_5_rad
435
+ - left_arm_joint_6_rad
436
+ - right_arm_joint_1_rad
437
+ - right_arm_joint_2_rad
438
+ - right_arm_joint_3_rad
439
+ - right_arm_joint_4_rad
440
+ - right_arm_joint_5_rad
441
+ - right_arm_joint_6_rad
442
+ - left_gripper_open
443
+ - right_gripper_open
444
+ timestamp:
445
+ dtype: float32
446
+ shape:
447
+ - 1
448
+ names: null
449
+ frame_index:
450
+ dtype: int64
451
+ shape:
452
+ - 1
453
+ names: null
454
+ episode_index:
455
+ dtype: int64
456
+ shape:
457
+ - 1
458
+ names: null
459
+ index:
460
+ dtype: int64
461
+ shape:
462
+ - 1
463
+ names: null
464
+ task_index:
465
+ dtype: int64
466
+ shape:
467
+ - 1
468
+ names: null
469
+ subtask_annotation:
470
+ names: null
471
+ shape:
472
+ - 5
473
+ dtype: int32
474
+ scene_annotation:
475
+ names: null
476
+ shape:
477
+ - 1
478
+ dtype: int32
479
+ eef_sim_pose_state:
480
+ names:
481
+ - left_eef_pos_x
482
+ - left_eef_pos_y
483
+ - left_eef_pos_z
484
+ - left_eef_rot_x
485
+ - left_eef_rot_y
486
+ - left_eef_rot_z
487
+ - right_eef_pos_x
488
+ - right_eef_pos_y
489
+ - right_eef_pos_z
490
+ - right_eef_rot_x
491
+ - right_eef_rot_y
492
+ - right_eef_rot_z
493
+ shape:
494
+ - 12
495
+ dtype: float32
496
+ eef_sim_pose_action:
497
+ names:
498
+ - left_eef_pos_x
499
+ - left_eef_pos_y
500
+ - left_eef_pos_z
501
+ - left_eef_rot_x
502
+ - left_eef_rot_y
503
+ - left_eef_rot_z
504
+ - right_eef_pos_x
505
+ - right_eef_pos_y
506
+ - right_eef_pos_z
507
+ - right_eef_rot_x
508
+ - right_eef_rot_y
509
+ - right_eef_rot_z
510
+ shape:
511
+ - 12
512
+ dtype: float32
513
+ eef_direction_state:
514
+ names:
515
+ - left_eef_direction
516
+ - right_eef_direction
517
+ shape:
518
+ - 2
519
+ dtype: int32
520
+ eef_direction_action:
521
+ names:
522
+ - left_eef_direction
523
+ - right_eef_direction
524
+ shape:
525
+ - 2
526
+ dtype: int32
527
+ eef_velocity_state:
528
+ names:
529
+ - left_eef_velocity
530
+ - right_eef_velocity
531
+ shape:
532
+ - 2
533
+ dtype: int32
534
+ eef_velocity_action:
535
+ names:
536
+ - left_eef_velocity
537
+ - right_eef_velocity
538
+ shape:
539
+ - 2
540
+ dtype: int32
541
+ eef_acc_mag_state:
542
+ names:
543
+ - left_eef_acc_mag
544
+ - right_eef_acc_mag
545
+ shape:
546
+ - 2
547
+ dtype: int32
548
+ eef_acc_mag_action:
549
+ names:
550
+ - left_eef_acc_mag
551
+ - right_eef_acc_mag
552
+ shape:
553
+ - 2
554
+ dtype: int32
555
+ gripper_open_scale_state:
556
+ names:
557
+ - left_gripper_open_scale
558
+ - right_gripper_open_scale
559
+ shape:
560
+ - 2
561
+ dtype: float32
562
+ gripper_open_scale_action:
563
+ names:
564
+ - left_gripper_open_scale
565
+ - right_gripper_open_scale
566
+ shape:
567
+ - 2
568
+ dtype: float32
569
+ gripper_mode_state:
570
+ names:
571
+ - left_gripper_mode
572
+ - right_gripper_mode
573
+ shape:
574
+ - 2
575
+ dtype: int32
576
+ gripper_mode_action:
577
+ names:
578
+ - left_gripper_mode
579
+ - right_gripper_mode
580
+ shape:
581
+ - 2
582
+ dtype: int32
583
+ gripper_activity_state:
584
+ names:
585
+ - left_gripper_activity
586
+ - right_gripper_activity
587
+ shape:
588
+ - 2
589
+ dtype: int32
590
+ gripper_activity_action:
591
+ names:
592
+ - left_gripper_activity
593
+ - right_gripper_activity
594
+ shape:
595
+ - 2
596
+ dtype: int32
597
+
598
+ ```
599
+
600
+ ## Available Annotations
601
+
602
+ This dataset includes rich annotations to support diverse learning approaches:
603
+
604
+ - `eef_acc_mag_annotation.jsonl`
605
+ - `eef_direction_annotation.jsonl`
606
+ - `eef_velocity_annotation.jsonl`
607
+ - `gripper_activity_annotation.jsonl`
608
+ - `gripper_mode_annotation.jsonl`
609
+ - `scene_annotations.jsonl`
610
+ - `subtask_annotations.jsonl`
611
+
612
+
613
+ ## Dataset Tags
614
+
615
+ - `RoboCOIN`
616
+ - `LeRobot`
617
+
618
+
619
+ ## Authors
620
+
621
+ ### Contributors
622
+ This dataset is contributed by:-RoboCOIN Team at Beijing Academy of Artificial Intelligence (BAAI)
623
+
624
+ ### Annotators
625
+ No annotator information available.
626
+
627
+ ## Links
628
+
629
+ - **Homepage:** [https://flagopen.github.io/RoboCOIN/](https://flagopen.github.io/RoboCOIN/)
630
+ - **Paper:** [https://arxiv.org/abs/2511.17441](https://arxiv.org/abs/2511.17441)
631
+ - **Repository:** [https://github.com/FlagOpen/RoboCOIN](https://github.com/FlagOpen/RoboCOIN)
632
+ ## Contact and Support
633
+
634
+ For questions, issues, or feedback regarding this dataset, please contact us.
635
+ ### Support
636
+ For technical support, please open an issue on our GitHub repository.
637
+
638
+ ## License
639
+
640
+ apache-2.0
641
+
642
+ ## Citation
643
+
644
+ If you use this dataset in your research, please cite:
645
+
646
+ ```bibtex
647
+ @article{robocoin,
648
+ title={RoboCOIN: An Open-Sourced Bimanual Robotic Data Collection for Integrated Manipulation},
649
+ 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},
650
+ journal={arXiv preprint arXiv:2511.17441},
651
+ url = {https://arxiv.org/abs/2511.17441},
652
+ year={2025},
653
+ }
654
+
655
+ ```
656
+
657
+ ### Additional References
658
+
659
+ If you use this dataset, please also consider citing:
660
+ LeRobot Framework: https://github.com/huggingface/lerobot
661
+
662
+
663
+ ## Version Information
664
+
665
+ Initial Release
annotations/eef_acc_mag_annotation.jsonl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"eef_acc_mag_index": 0, "eef_acc_mag": "constant"}
2
+ {"eef_acc_mag_index": 1, "eef_acc_mag": "accelerating"}
3
+ {"eef_acc_mag_index": 2, "eef_acc_mag": "decelerating"}
annotations/eef_direction_annotation.jsonl ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {"eef_direction_index": 0, "eef_direction": "forward"}
2
+ {"eef_direction_index": 1, "eef_direction": "backward"}
3
+ {"eef_direction_index": 2, "eef_direction": "left"}
4
+ {"eef_direction_index": 3, "eef_direction": "right"}
5
+ {"eef_direction_index": 4, "eef_direction": "up"}
6
+ {"eef_direction_index": 5, "eef_direction": "down"}
7
+ {"eef_direction_index": 6, "eef_direction": "still"}
annotations/eef_velocity_annotation.jsonl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"eef_velocity_index": 0, "eef_velocity": "still"}
2
+ {"eef_velocity_index": 1, "eef_velocity": "slow"}
3
+ {"eef_velocity_index": 2, "eef_velocity": "fast"}
annotations/gripper_activity_annotation.jsonl ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"gripper_activity_index": 0, "gripper_activity": "openning"}
2
+ {"gripper_activity_index": 1, "gripper_activity": "closing"}
3
+ {"gripper_activity_index": 2, "gripper_activity": "holding"}
4
+ {"gripper_activity_index": 3, "gripper_activity": "unknown"}
annotations/gripper_mode_annotation.jsonl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"gripper_mode_index": 0, "gripper_mode": "open"}
2
+ {"gripper_mode_index": 1, "gripper_mode": "closed"}
3
+ {"gripper_mode_index": 2, "gripper_mode": "unknown"}
annotations/scene_annotations.jsonl ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"scene_index": 0, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
2
+ {"scene_index": 1, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
3
+ {"scene_index": 2, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
4
+ {"scene_index": 3, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
5
+ {"scene_index": 4, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
6
+ {"scene_index": 5, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
7
+ {"scene_index": 6, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
8
+ {"scene_index": 7, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
9
+ {"scene_index": 8, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
10
+ {"scene_index": 9, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
11
+ {"scene_index": 10, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
12
+ {"scene_index": 11, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
13
+ {"scene_index": 12, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
14
+ {"scene_index": 13, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
15
+ {"scene_index": 14, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
16
+ {"scene_index": 15, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
17
+ {"scene_index": 16, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
18
+ {"scene_index": 17, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
19
+ {"scene_index": 18, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
20
+ {"scene_index": 19, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
21
+ {"scene_index": 20, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
22
+ {"scene_index": 21, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
23
+ {"scene_index": 22, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
24
+ {"scene_index": 23, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
25
+ {"scene_index": 24, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
26
+ {"scene_index": 25, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
27
+ {"scene_index": 26, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
28
+ {"scene_index": 27, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
29
+ {"scene_index": 28, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
30
+ {"scene_index": 29, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
31
+ {"scene_index": 30, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
32
+ {"scene_index": 31, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
33
+ {"scene_index": 32, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
34
+ {"scene_index": 33, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
35
+ {"scene_index": 34, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
36
+ {"scene_index": 35, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
37
+ {"scene_index": 36, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
38
+ {"scene_index": 37, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
39
+ {"scene_index": 38, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
40
+ {"scene_index": 39, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
41
+ {"scene_index": 40, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
42
+ {"scene_index": 41, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
43
+ {"scene_index": 42, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
44
+ {"scene_index": 43, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
45
+ {"scene_index": 44, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
46
+ {"scene_index": 45, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
47
+ {"scene_index": 46, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
48
+ {"scene_index": 47, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
49
+ {"scene_index": 48, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
50
+ {"scene_index": 49, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
51
+ {"scene_index": 50, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
52
+ {"scene_index": 51, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
53
+ {"scene_index": 52, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
54
+ {"scene_index": 53, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
55
+ {"scene_index": 54, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
56
+ {"scene_index": 55, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
57
+ {"scene_index": 56, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
58
+ {"scene_index": 57, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
59
+ {"scene_index": 58, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
60
+ {"scene_index": 59, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
61
+ {"scene_index": 60, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
62
+ {"scene_index": 61, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
63
+ {"scene_index": 62, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
64
+ {"scene_index": 63, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
65
+ {"scene_index": 64, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
66
+ {"scene_index": 65, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
67
+ {"scene_index": 66, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
68
+ {"scene_index": 67, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
69
+ {"scene_index": 68, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
70
+ {"scene_index": 69, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
71
+ {"scene_index": 70, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
72
+ {"scene_index": 71, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
73
+ {"scene_index": 72, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
74
+ {"scene_index": 73, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
75
+ {"scene_index": 74, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
76
+ {"scene_index": 75, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
77
+ {"scene_index": 76, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
78
+ {"scene_index": 77, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
79
+ {"scene_index": 78, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
80
+ {"scene_index": 79, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
81
+ {"scene_index": 80, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
82
+ {"scene_index": 81, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
83
+ {"scene_index": 82, "scene": "The left basket is in the front-left. The right basket is in the front-right. Put multiple items on the table into the basket."}
84
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