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Upload dataset Agilex_Cobot_Magic_pour_drink_bottle_cup_cup

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  1. README.md +626 -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 +200 -0
  8. annotations/subtask_annotations.jsonl +43 -0
  9. data/chunk-000/episode_000000.parquet +3 -0
  10. data/chunk-000/episode_000001.parquet +3 -0
  11. data/chunk-000/episode_000002.parquet +3 -0
  12. data/chunk-000/episode_000003.parquet +3 -0
  13. data/chunk-000/episode_000004.parquet +3 -0
  14. data/chunk-000/episode_000005.parquet +3 -0
  15. data/chunk-000/episode_000006.parquet +3 -0
  16. data/chunk-000/episode_000007.parquet +3 -0
  17. data/chunk-000/episode_000008.parquet +3 -0
  18. data/chunk-000/episode_000009.parquet +3 -0
  19. data/chunk-000/episode_000010.parquet +3 -0
  20. data/chunk-000/episode_000011.parquet +3 -0
  21. data/chunk-000/episode_000012.parquet +3 -0
  22. data/chunk-000/episode_000013.parquet +3 -0
  23. data/chunk-000/episode_000014.parquet +3 -0
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  26. data/chunk-000/episode_000017.parquet +3 -0
  27. data/chunk-000/episode_000018.parquet +3 -0
  28. data/chunk-000/episode_000019.parquet +3 -0
  29. data/chunk-000/episode_000020.parquet +3 -0
  30. data/chunk-000/episode_000021.parquet +3 -0
  31. data/chunk-000/episode_000022.parquet +3 -0
  32. data/chunk-000/episode_000023.parquet +3 -0
  33. data/chunk-000/episode_000024.parquet +3 -0
  34. data/chunk-000/episode_000025.parquet +3 -0
  35. data/chunk-000/episode_000026.parquet +3 -0
  36. data/chunk-000/episode_000027.parquet +3 -0
  37. data/chunk-000/episode_000028.parquet +3 -0
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  39. data/chunk-000/episode_000030.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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+ # Agilex_Cobot_Magic_pour_drink_bottle_cup_cup
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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_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_rgb/episode_000000.mp4)
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+
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+ ### Overview
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+
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+ - **Total Episodes:** 200
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+ - **Total Frames:** 342450
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+ - **FPS:** 30
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+ - **Dataset Size:** 2.67 GB
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+ - **Robot Name:** `Agilex_Cobot_Magic`
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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_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_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:** `office_workspace->office`
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+ - **Objects:** `table(unknown)`,
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+ `cup(unknown)`,
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+ `water_Bottle(unknown)`
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+
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+ - **Task Description:** use a clamp to hold the bottle of the drink, pour the beverage into a random cup, then clamp the cup containing the drink and pour the drink into another random cup.
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+
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+
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+ ### Primary Task Instruction
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+ > use a clamp to hold the bottle of the drink, pour the beverage into a random cup, then clamp the cup containing the drink and pour the drink into another random cup.
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+
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+ ### Robot Configuration
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+
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+ - **Robot Name:** `Agilex_Cobot_Magic`
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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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+ `office_workspace->office`
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+
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+ ### Objects
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+ - `table(unknown)`
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+ - `cup(unknown)`
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+ - `water_Bottle(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:** `use a clamp to hold the bottle of the drink, pour the beverage into a random cup, then clamp the cup containing the drink and pour the drink into another random cup.`
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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 43 distinct subtasks:
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+
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+ 1. **Right gripper** (Index: 0)
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+ 2. **Pour the water into the blue plastic cup with left gripper** (Index: 1)
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+ 3. **Pour water into the green plastic cup with right gripper** (Index: 2)
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+ 4. **Place the water bottle on the table with right gripper** (Index: 3)
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+ 5. **Pour water into the green plastic cup with left gripper** (Index: 4)
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+ 6. **Pour the drink into the blue plastic cup with left gripper** (Index: 5)
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+ 7. **End** (Index: 6)
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+ 8. **Left gripper** (Index: 7)
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+ 9. **Pick up the blue plastic cup bottle with right gripper** (Index: 8)
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+ 10. **Pick up the green plastic cup bottle with right gripper** (Index: 9)
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+ 11. **Place the green plastic cup on the table with right gripper** (Index: 10)
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+ 12. **Pick up the drink bottle with right gripper** (Index: 11)
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+ 13. **Pour water into the paper cup with right gripper** (Index: 12)
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+ 14. **Place the blue plastic cup on the table with left gripper** (Index: 13)
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+ 15. **Pour the water into the green plastic cup with left gripper** (Index: 14)
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+ 16. **Pick up the drink bottle with left gripper** (Index: 15)
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+ 17. **Place the paper cup on the table with left gripper** (Index: 16)
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+ 18. **Pour water into the blue plastic cup with right gripper** (Index: 17)
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+ 19. **Pick up the blue plastic cup with left gripper** (Index: 18)
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+ 20. **Place the blue plastic cup on the table with right gripper** (Index: 19)
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+ 21. **Pour water into the blue plastic cup with left gripper** (Index: 20)
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+ 22. **Grasp the drink bottle with right gripper** (Index: 21)
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+ 23. **Pour water into the paper cup with left gripper** (Index: 22)
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+ 24. **Pick up the green plastic cup with left gripper** (Index: 23)
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+ 25. **Pick up the water bottle with left gripper** (Index: 24)
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+ 26. **Place the green plastic cup on the table with left gripper** (Index: 25)
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+ 27. **Pick up the paper cup with right gripper** (Index: 26)
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+ 28. **Pick up the green plastic cup bottle with left gripper** (Index: 27)
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+ 29. **Pick up the blue plastic cup with right gripper** (Index: 28)
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+ 30. **Pour the drink into the green plastic cup with left gripper** (Index: 29)
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+ 31. **Pick up the blue plastic cup bottle with left gripper** (Index: 30)
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+ 32. **Pick up the green plastic cup with right gripper** (Index: 31)
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+ 33. **Place the paper cup on the table with right gripper** (Index: 32)
137
+ 34. **Pour the drink into the paper cup with right gripper** (Index: 33)
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+ 35. **Place the drink bottle on the table with right gripper** (Index: 34)
139
+ 36. **Pick up the water bottle with right gripper** (Index: 35)
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+ 37. **Place the water bottle on the table with left gripper** (Index: 36)
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+ 38. **Place the drink bottle on the table with left gripper** (Index: 37)
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+ 39. **Pour the drink into the blue plastic cup with right gripper** (Index: 38)
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+ 40. **Pick up the paper cup with left gripper** (Index: 39)
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+ 41. **Pour the drink into the paper cup with left gripper** (Index: 40)
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+ 42. **Pour the drink into the green plastic cup with right gripper** (Index: 41)
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+ 43. **null** (Index: 42)
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+
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+
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+ ### Atomic Actions
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+ - `grasp`
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+ - `lift`
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+ - `pour`
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+ - `lower`
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+
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+
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+ ## Hardware and Sensors
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+
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+
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+ ### Sensors
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+
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+ - `cam_head_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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+
168
+
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+
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+ ### Camera Information
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+
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+
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+ - `cam_head_rgb`: dtype=video, shape=480x640x3, resolution=640x480, codec=av1, pix_fmt=yuv420p
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+
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+ - `cam_left_wrist_rgb`: dtype=video, shape=480x640x3, resolution=640x480, codec=av1, pix_fmt=yuv420p
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+
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+ - `cam_right_wrist_rgb`: dtype=video, shape=480x640x3, resolution=640x480, 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:** `radian`
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+ - **End-Effector Translation:** `meter`
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+
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+
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+
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+
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+ ## Dataset Statistics
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+
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+ | Metric | Value |
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+ |--------|-------|
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+ | **Total Episodes** | 200 |
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+ | **Total Frames** | 342450 |
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+ | **Total Tasks** | 43 |
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+ | **Total Videos** | 600 |
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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** | 26 |
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+ | **Action Dimensions** | 26 |
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+ | **Camera Views** | 3 |
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+ | **Dataset Size** | 2.67 GB |
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+
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+
211
+ ## Data Splits
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+
213
+ The dataset is organized into the following splits:
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+
215
+ - **Training**: Episodes 0:199
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+
217
+
218
+ ## Dataset Structure
219
+
220
+ This dataset follows the LeRobot format and contains the following components:
221
+
222
+ ### Data Files
223
+ - **Videos**: Compressed video files containing RGB camera observations
224
+ - **State Data**: Robot joint positions, velocities, and other state information
225
+ - **Action Data**: Robot action commands and trajectories
226
+ - **Metadata**: Episode metadata, timestamps, and annotations
227
+
228
+ ### File Organization
229
+ - **Data Path Pattern**: `data/chunk-{id}/episode_{id}.parquet`
230
+ - **Video Path Pattern**: `videos/chunk-{id}/observation.images.cam_left_wrist_rgb/episode_{id}.mp{id}`
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+ - **Chunking**: Data is organized into 1 chunk(s)
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+ of size 1000
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+
234
+ ### Data Structure (Tree)
235
+
236
+ ```
237
+ Agilex_Cobot_Magic_pour_drink_bottle_cup_cup_qced_hardlink/
238
+ |-- annotations
239
+ | |-- eef_acc_mag_annotation.jsonl
240
+ | |-- eef_direction_annotation.jsonl
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+ | |-- eef_velocity_annotation.jsonl
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+ | |-- gripper_activity_annotation.jsonl
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+ | |-- gripper_mode_annotation.jsonl
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+ | |-- scene_annotations.jsonl
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+ | `-- subtask_annotations.jsonl
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+ |-- data
247
+ | `-- chunk-000
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+ | |-- episode_000000.parquet
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+ | |-- episode_000001.parquet
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+ | |-- episode_000002.parquet
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+ | |-- episode_000003.parquet
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+ | |-- episode_000004.parquet
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+ | |-- episode_000005.parquet
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+ | |-- episode_000006.parquet
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+ | |-- episode_000007.parquet
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+ | |-- episode_000008.parquet
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+ | |-- episode_000009.parquet
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+ | |-- episode_000010.parquet
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+ | `-- episode_000011.parquet
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+ | `-- ... (188 more entries)
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+ |-- meta
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+ | |-- episodes.jsonl
263
+ | |-- episodes_stats.jsonl
264
+ | |-- info.json
265
+ | `-- tasks.jsonl
266
+ `-- videos
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+ `-- chunk-000
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+ |-- observation.images.cam_head_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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+ ```
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+
273
+ ## Camera Views
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+
275
+
276
+
277
+
278
+
279
+
280
+ This dataset includes 3 camera views: `cam_head_rgb`, `cam_left_wrist_rgb`, `cam_right_wrist_rgb`.
281
+
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+
283
+ ## Features (Full YAML)
284
+
285
+ ```yaml
286
+ observation.images.cam_head_rgb:
287
+ dtype: video
288
+ shape:
289
+ - 480
290
+ - 640
291
+ - 3
292
+ names:
293
+ - height
294
+ - width
295
+ - channels
296
+ info:
297
+ video.height: 480
298
+ video.width: 640
299
+ video.codec: av1
300
+ video.pix_fmt: yuv420p
301
+ video.is_depth_map: false
302
+ video.fps: 30
303
+ video.channels: 3
304
+ has_audio: false
305
+ observation.images.cam_left_wrist_rgb:
306
+ dtype: video
307
+ shape:
308
+ - 480
309
+ - 640
310
+ - 3
311
+ names:
312
+ - height
313
+ - width
314
+ - channels
315
+ info:
316
+ video.height: 480
317
+ video.width: 640
318
+ video.codec: av1
319
+ video.pix_fmt: yuv420p
320
+ video.is_depth_map: false
321
+ video.fps: 30
322
+ video.channels: 3
323
+ has_audio: false
324
+ observation.images.cam_right_wrist_rgb:
325
+ dtype: video
326
+ shape:
327
+ - 480
328
+ - 640
329
+ - 3
330
+ names:
331
+ - height
332
+ - width
333
+ - channels
334
+ info:
335
+ video.height: 480
336
+ video.width: 640
337
+ video.codec: av1
338
+ video.pix_fmt: yuv420p
339
+ video.is_depth_map: false
340
+ video.fps: 30
341
+ video.channels: 3
342
+ has_audio: false
343
+ observation.state:
344
+ dtype: float32
345
+ shape:
346
+ - 26
347
+ names:
348
+ - left_arm_joint_1_rad
349
+ - left_arm_joint_2_rad
350
+ - left_arm_joint_3_rad
351
+ - left_arm_joint_4_rad
352
+ - left_arm_joint_5_rad
353
+ - left_arm_joint_6_rad
354
+ - left_gripper_open
355
+ - left_eef_pos_x_m
356
+ - left_eef_pos_y_m
357
+ - left_eef_pos_z_m
358
+ - left_eef_rot_euler_x_rad
359
+ - left_eef_rot_euler_y_rad
360
+ - left_eef_rot_euler_z_rad
361
+ - right_arm_joint_1_rad
362
+ - right_arm_joint_2_rad
363
+ - right_arm_joint_3_rad
364
+ - right_arm_joint_4_rad
365
+ - right_arm_joint_5_rad
366
+ - right_arm_joint_6_rad
367
+ - right_gripper_open
368
+ - right_eef_pos_x_m
369
+ - right_eef_pos_y_m
370
+ - right_eef_pos_z_m
371
+ - right_eef_rot_euler_x_rad
372
+ - right_eef_rot_euler_y_rad
373
+ - right_eef_rot_euler_z_rad
374
+ action:
375
+ dtype: float32
376
+ shape:
377
+ - 26
378
+ names:
379
+ - left_arm_joint_1_rad
380
+ - left_arm_joint_2_rad
381
+ - left_arm_joint_3_rad
382
+ - left_arm_joint_4_rad
383
+ - left_arm_joint_5_rad
384
+ - left_arm_joint_6_rad
385
+ - left_gripper_open
386
+ - left_eef_pos_x_m
387
+ - left_eef_pos_y_m
388
+ - left_eef_pos_z_m
389
+ - left_eef_rot_euler_x_rad
390
+ - left_eef_rot_euler_y_rad
391
+ - left_eef_rot_euler_z_rad
392
+ - right_arm_joint_1_rad
393
+ - right_arm_joint_2_rad
394
+ - right_arm_joint_3_rad
395
+ - right_arm_joint_4_rad
396
+ - right_arm_joint_5_rad
397
+ - right_arm_joint_6_rad
398
+ - right_gripper_open
399
+ - right_eef_pos_x_m
400
+ - right_eef_pos_y_m
401
+ - right_eef_pos_z_m
402
+ - right_eef_rot_euler_x_rad
403
+ - right_eef_rot_euler_y_rad
404
+ - right_eef_rot_euler_z_rad
405
+ timestamp:
406
+ dtype: float32
407
+ shape:
408
+ - 1
409
+ names: null
410
+ frame_index:
411
+ dtype: int64
412
+ shape:
413
+ - 1
414
+ names: null
415
+ episode_index:
416
+ dtype: int64
417
+ shape:
418
+ - 1
419
+ names: null
420
+ index:
421
+ dtype: int64
422
+ shape:
423
+ - 1
424
+ names: null
425
+ task_index:
426
+ dtype: int64
427
+ shape:
428
+ - 1
429
+ names: null
430
+ subtask_annotation:
431
+ names: null
432
+ dtype: int32
433
+ shape:
434
+ - 5
435
+ scene_annotation:
436
+ names: null
437
+ dtype: int32
438
+ shape:
439
+ - 1
440
+ eef_sim_pose_state:
441
+ names:
442
+ - left_eef_pos_x
443
+ - left_eef_pos_y
444
+ - left_eef_pos_z
445
+ - left_eef_rot_x
446
+ - left_eef_rot_y
447
+ - left_eef_rot_z
448
+ - right_eef_pos_x
449
+ - right_eef_pos_y
450
+ - right_eef_pos_z
451
+ - right_eef_rot_x
452
+ - right_eef_rot_y
453
+ - right_eef_rot_z
454
+ dtype: float32
455
+ shape:
456
+ - 12
457
+ eef_sim_pose_action:
458
+ names:
459
+ - left_eef_pos_x
460
+ - left_eef_pos_y
461
+ - left_eef_pos_z
462
+ - left_eef_rot_x
463
+ - left_eef_rot_y
464
+ - left_eef_rot_z
465
+ - right_eef_pos_x
466
+ - right_eef_pos_y
467
+ - right_eef_pos_z
468
+ - right_eef_rot_x
469
+ - right_eef_rot_y
470
+ - right_eef_rot_z
471
+ dtype: float32
472
+ shape:
473
+ - 12
474
+ eef_direction_state:
475
+ names:
476
+ - left_eef_direction
477
+ - right_eef_direction
478
+ dtype: int32
479
+ shape:
480
+ - 2
481
+ eef_direction_action:
482
+ names:
483
+ - left_eef_direction
484
+ - right_eef_direction
485
+ dtype: int32
486
+ shape:
487
+ - 2
488
+ eef_velocity_state:
489
+ names:
490
+ - left_eef_velocity
491
+ - right_eef_velocity
492
+ dtype: int32
493
+ shape:
494
+ - 2
495
+ eef_velocity_action:
496
+ names:
497
+ - left_eef_velocity
498
+ - right_eef_velocity
499
+ dtype: int32
500
+ shape:
501
+ - 2
502
+ eef_acc_mag_state:
503
+ names:
504
+ - left_eef_acc_mag
505
+ - right_eef_acc_mag
506
+ dtype: int32
507
+ shape:
508
+ - 2
509
+ eef_acc_mag_action:
510
+ names:
511
+ - left_eef_acc_mag
512
+ - right_eef_acc_mag
513
+ dtype: int32
514
+ shape:
515
+ - 2
516
+ gripper_mode_state:
517
+ names:
518
+ - left_gripper_mode
519
+ - right_gripper_mode
520
+ dtype: int32
521
+ shape:
522
+ - 2
523
+ gripper_mode_action:
524
+ names:
525
+ - left_gripper_mode
526
+ - right_gripper_mode
527
+ dtype: int32
528
+ shape:
529
+ - 2
530
+ gripper_activity_state:
531
+ names:
532
+ - left_gripper_activity
533
+ - right_gripper_activity
534
+ dtype: int32
535
+ shape:
536
+ - 2
537
+ gripper_activity_action:
538
+ names:
539
+ - left_gripper_activity
540
+ - right_gripper_activity
541
+ dtype: int32
542
+ shape:
543
+ - 2
544
+ gripper_open_scale_state:
545
+ names:
546
+ - left_gripper_open_scale
547
+ - right_gripper_open_scale
548
+ dtype: float32
549
+ shape:
550
+ - 2
551
+ gripper_open_scale_action:
552
+ names:
553
+ - left_gripper_open_scale
554
+ - right_gripper_open_scale
555
+ dtype: float32
556
+ shape:
557
+ - 2
558
+
559
+ ```
560
+
561
+ ## Available Annotations
562
+
563
+ This dataset includes rich annotations to support diverse learning approaches:
564
+
565
+ - `eef_acc_mag_annotation.jsonl`
566
+ - `eef_direction_annotation.jsonl`
567
+ - `eef_velocity_annotation.jsonl`
568
+ - `gripper_activity_annotation.jsonl`
569
+ - `gripper_mode_annotation.jsonl`
570
+ - `scene_annotations.jsonl`
571
+ - `subtask_annotations.jsonl`
572
+
573
+
574
+ ## Dataset Tags
575
+
576
+ - `RoboCOIN`
577
+ - `LeRobot`
578
+
579
+
580
+ ## Authors
581
+
582
+ ### Contributors
583
+ This dataset is contributed by:-RoboCOIN Team at Beijing Academy of Artificial Intelligence (BAAI)
584
+
585
+ ### Annotators
586
+ No annotator information available.
587
+
588
+ ## Links
589
+
590
+ - **Homepage:** [https://flagopen.github.io/RoboCOIN/](https://flagopen.github.io/RoboCOIN/)
591
+ - **Paper:** [https://arxiv.org/abs/2511.17441](https://arxiv.org/abs/2511.17441)
592
+ - **Repository:** [https://github.com/FlagOpen/RoboCOIN](https://github.com/FlagOpen/RoboCOIN)
593
+ ## Contact and Support
594
+
595
+ For questions, issues, or feedback regarding this dataset, please contact us.
596
+ ### Support
597
+ For technical support, please open an issue on our GitHub repository.
598
+
599
+ ## License
600
+
601
+ apache-2.0
602
+
603
+ ## Citation
604
+
605
+ If you use this dataset in your research, please cite:
606
+
607
+ ```bibtex
608
+ @article{robocoin,
609
+ title={RoboCOIN: An Open-Sourced Bimanual Robotic Data Collection for Integrated Manipulation},
610
+ 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},
611
+ journal={arXiv preprint arXiv:2511.17441},
612
+ url = {https://arxiv.org/abs/2511.17441},
613
+ year={2025},
614
+ }
615
+
616
+ ```
617
+
618
+ ### Additional References
619
+
620
+ If you use this dataset, please also consider citing:
621
+ LeRobot Framework: https://github.com/huggingface/lerobot
622
+
623
+
624
+ ## Version Information
625
+
626
+ 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 +1,200 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"episode_idx": 0, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
2
+ {"episode_idx": 1, "scene_annotation": "The bottle is in the back-left. The cup is in the front-right"}
3
+ {"episode_idx": 2, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
4
+ {"episode_idx": 3, "scene_annotation": "The cup is in the front-left, The bottle is in the back-right"}
5
+ {"episode_idx": 4, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
6
+ {"episode_idx": 5, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
7
+ {"episode_idx": 6, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
8
+ {"episode_idx": 7, "scene_annotation": "The green cup is in the front-left. The bottle is in the front-right"}
9
+ {"episode_idx": 8, "scene_annotation": "The bottle is in the front-left. The cup is in the front-right"}
10
+ {"episode_idx": 9, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
11
+ {"episode_idx": 10, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
12
+ {"episode_idx": 11, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
13
+ {"episode_idx": 12, "scene_annotation": "The bottle is in the back-left. The cup is in the back-right"}
14
+ {"episode_idx": 13, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
15
+ {"episode_idx": 14, "scene_annotation": "The bottle is in the back-left. The cup is in the front-right"}
16
+ {"episode_idx": 15, "scene_annotation": "The cup is in the back-left. The bottle is in the front-right"}
17
+ {"episode_idx": 16, "scene_annotation": "The cup is in the front-left, the bottle is in the front-left"}
18
+ {"episode_idx": 17, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
19
+ {"episode_idx": 18, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
20
+ {"episode_idx": 19, "scene_annotation": "The cup is in the front-left. The bottle is in the front-right"}
21
+ {"episode_idx": 20, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
22
+ {"episode_idx": 21, "scene_annotation": "The bottle is in the back-left, The cup is in the front-right"}
23
+ {"episode_idx": 22, "scene_annotation": "The cup is in the front-left. The bottle is in the front-right"}
24
+ {"episode_idx": 23, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
25
+ {"episode_idx": 24, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
26
+ {"episode_idx": 25, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
27
+ {"episode_idx": 26, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
28
+ {"episode_idx": 27, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
29
+ {"episode_idx": 28, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
30
+ {"episode_idx": 29, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
31
+ {"episode_idx": 30, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
32
+ {"episode_idx": 31, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
33
+ {"episode_idx": 32, "scene_annotation": "The cup is in the center. The bottle is in the back-right"}
34
+ {"episode_idx": 33, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
35
+ {"episode_idx": 34, "scene_annotation": "The blue cup is in the back-left The bottle is in the front-right"}
36
+ {"episode_idx": 35, "scene_annotation": "The bottle is in the back-left. The cup is in the front-center"}
37
+ {"episode_idx": 36, "scene_annotation": "The cup is in the front-left. The bottle is in the front-right"}
38
+ {"episode_idx": 37, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
39
+ {"episode_idx": 38, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
40
+ {"episode_idx": 39, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
41
+ {"episode_idx": 40, "scene_annotation": "The bottle is in the back-left, The cup is in the front-right"}
42
+ {"episode_idx": 41, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
43
+ {"episode_idx": 42, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
44
+ {"episode_idx": 43, "scene_annotation": "The bottle is in the back-left. The cup is in the front-right"}
45
+ {"episode_idx": 44, "scene_annotation": "The cup is in the back-left, the bottle is in the back-right"}
46
+ {"episode_idx": 45, "scene_annotation": "The bottle is in the back-left, The cup is in the front-center"}
47
+ {"episode_idx": 46, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
48
+ {"episode_idx": 47, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
49
+ {"episode_idx": 48, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
50
+ {"episode_idx": 49, "scene_annotation": "The cup is in the back-left, The bottle is in the front-right"}
51
+ {"episode_idx": 50, "scene_annotation": "The bottle is in the back-left, The cup is in the front-right"}
52
+ {"episode_idx": 51, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
53
+ {"episode_idx": 52, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
54
+ {"episode_idx": 53, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
55
+ {"episode_idx": 54, "scene_annotation": "The green cup is in the back-left The bottle is in the back-right"}
56
+ {"episode_idx": 55, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
57
+ {"episode_idx": 56, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
58
+ {"episode_idx": 57, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
59
+ {"episode_idx": 58, "scene_annotation": "The bottle is in the back-left. The cup is in the center"}
60
+ {"episode_idx": 59, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
61
+ {"episode_idx": 60, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
62
+ {"episode_idx": 61, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
63
+ {"episode_idx": 62, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
64
+ {"episode_idx": 63, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
65
+ {"episode_idx": 64, "scene_annotation": "The bottle is in the back-left, The cup is in the front-right"}
66
+ {"episode_idx": 65, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
67
+ {"episode_idx": 66, "scene_annotation": "The bottle is in the front-left, The cup is in the front-right"}
68
+ {"episode_idx": 67, "scene_annotation": "The green cup is in the front-right The bottle is in the back-right"}
69
+ {"episode_idx": 68, "scene_annotation": "The bottle is in the back-left. The cup is in the front-left"}
70
+ {"episode_idx": 69, "scene_annotation": "The blue cup is in the front-left The bottle is in the back-right"}
71
+ {"episode_idx": 70, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
72
+ {"episode_idx": 71, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
73
+ {"episode_idx": 72, "scene_annotation": "The green cup is in the front-left The bottle is in the back-right"}
74
+ {"episode_idx": 73, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
75
+ {"episode_idx": 74, "scene_annotation": "The cup is in the back-left, the bottle is in the front-right"}
76
+ {"episode_idx": 75, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
77
+ {"episode_idx": 76, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
78
+ {"episode_idx": 77, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
79
+ {"episode_idx": 78, "scene_annotation": "The bottle is in the back-left, The cup is in the back-right"}
80
+ {"episode_idx": 79, "scene_annotation": "The bottle is in the back-left, The cup is in the front-left"}
81
+ {"episode_idx": 80, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
82
+ {"episode_idx": 81, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
83
+ {"episode_idx": 82, "scene_annotation": "The cup is in the front-left The bottle is in the back-right"}
84
+ {"episode_idx": 83, "scene_annotation": "The green cup is in the back-left The bottle is in the front-left"}
85
+ {"episode_idx": 84, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
86
+ {"episode_idx": 85, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
87
+ {"episode_idx": 86, "scene_annotation": "The green cup is in the back-left The bottle is in the back-right"}
88
+ {"episode_idx": 87, "scene_annotation": "The green cup is in the front-right The bottle is in the back-left"}
89
+ {"episode_idx": 88, "scene_annotation": "The cup is in the back-left, the bottle is in the back-right"}
90
+ {"episode_idx": 89, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
91
+ {"episode_idx": 90, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
92
+ {"episode_idx": 91, "scene_annotation": "The cup is in the front-left. The bottle is in the back-left"}
93
+ {"episode_idx": 92, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
94
+ {"episode_idx": 93, "scene_annotation": "The cup is in the back-left, the bottle is in the back-right"}
95
+ {"episode_idx": 94, "scene_annotation": "The light green cup is in the front-left The bottle is in the back-right"}
96
+ {"episode_idx": 95, "scene_annotation": "The cup is in the front-left The bottle is in the back-left"}
97
+ {"episode_idx": 96, "scene_annotation": "The cup is in the front-left, the bottle is in the front-right"}
98
+ {"episode_idx": 97, "scene_annotation": "The cup is in the back-left. The bottle is in the back-right"}
99
+ {"episode_idx": 98, "scene_annotation": "The cup is in the front-left The bottle is in the back-right"}
100
+ {"episode_idx": 99, "scene_annotation": "The bottle is in the back-left. The cup is in the front-right"}
101
+ {"episode_idx": 100, "scene_annotation": "The bottle is in the center. The cup is in the front-left"}
102
+ {"episode_idx": 101, "scene_annotation": "The cup is in the back-left. The bottle is in the back-right"}
103
+ {"episode_idx": 102, "scene_annotation": "The bottle is in the back-left. The cup is in the center"}
104
+ {"episode_idx": 103, "scene_annotation": "The cup is in the back-left, the bottle is in the back-right"}
105
+ {"episode_idx": 104, "scene_annotation": "The cup is in the back-left. The bottle is in the back-right"}
106
+ {"episode_idx": 105, "scene_annotation": "The bottle is in the back-left. The cup is in the front-left"}
107
+ {"episode_idx": 106, "scene_annotation": "The bottle is in the back-left The other cup is in the center"}
108
+ {"episode_idx": 107, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
109
+ {"episode_idx": 108, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
110
+ {"episode_idx": 109, "scene_annotation": "The bottle is in the back-left, The cup is in the front-left"}
111
+ {"episode_idx": 110, "scene_annotation": "The bottle is in the back-left The cup is in the front-right"}
112
+ {"episode_idx": 111, "scene_annotation": "The cup is in the front-left, the bottle is in the back-right"}
113
+ {"episode_idx": 112, "scene_annotation": "The bottle is in the back-left. The cup is in the front-left"}
114
+ {"episode_idx": 113, "scene_annotation": "The cup is in the back-left, the bottle is in the front-left"}
115
+ {"episode_idx": 114, "scene_annotation": "The cup is in the front-left, The bottle is in the front-right"}
116
+ {"episode_idx": 115, "scene_annotation": "The cup is in the back-left, the bottle is in the back-right"}
117
+ {"episode_idx": 116, "scene_annotation": "The green cup is in the front-right The bottle is in the front-left"}
118
+ {"episode_idx": 117, "scene_annotation": "The cup is in the front-right. The bottle is in the back-left"}
119
+ {"episode_idx": 118, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
120
+ {"episode_idx": 119, "scene_annotation": "The bottle is in the front-left. The cup is in the back-right"}
121
+ {"episode_idx": 120, "scene_annotation": "The bottle is in the back-left The cup is in the front-right"}
122
+ {"episode_idx": 121, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
123
+ {"episode_idx": 122, "scene_annotation": "The cup is in the front-left. The bottle is in the back-right"}
124
+ {"episode_idx": 123, "scene_annotation": "The bottle is in the back-left. The cup is in the back-right"}
125
+ {"episode_idx": 124, "scene_annotation": "The cup is in the front-left,The bottle is in the back-left"}
126
+ {"episode_idx": 125, "scene_annotation": "The cup is in the front-left, the bottle is in the back-left"}
127
+ {"episode_idx": 126, "scene_annotation": "The green cup is in the front-left The bottle is in the back-right"}
128
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