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observation.state
list
action
list
source.camera_frame_index
int64
0
842
source.capture_time
float64
0
28.1
source.cambot_camera_pose
list
source.cambot_color_optical_pose
list
source.cambot_pose_sync_gap
float32
0
0.05
source.manip_tcp_pose
list
observation.pointcloud.xyz
array 2D
observation.pointcloud.rgb
array 2D
observation.pointcloud.valid_mask
list
source.pointcloud_valid_count
int32
1.02k
1.02k
timestamp
float32
0
28.1
frame_index
int64
0
843
episode_index
int64
0
97
index
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task_index
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0
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End of preview. Expand in Data Studio

This dataset was created using LeRobot.

Dataset Description

QuestArmTeleop LeRobot v3 dataset. Point clouds are stored directly in Parquet as observation.pointcloud.xyz (float32 metres, shape [1024, 3], base_link), observation.pointcloud.rgb (uint8 RGB), and observation.pointcloud.valid_mask. They share the same row, frame index and timestamp as state/action.

  • Homepage: [More Information Needed]
  • Paper: [More Information Needed]
  • License: apache-2.0

Dataset Structure

meta/info.json:

{
    "codebase_version": "v3.0",
    "robot_type": "QuestArmTeleopDualArm",
    "total_episodes": 98,
    "total_frames": 48456,
    "total_tasks": 1,
    "chunks_size": 1000,
    "data_files_size_in_mb": 100,
    "video_files_size_in_mb": 200,
    "fps": 30,
    "splits": {
        "train": "0:98"
    },
    "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
    "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
    "features": {
        "observation.state": {
            "dtype": "float32",
            "shape": [
                13
            ],
            "names": [
                "vision.base_yaw",
                "vision.shoulder_pitch",
                "vision.elbow_pitch",
                "vision.wrist_pitch",
                "vision.wrist_yaw",
                "vision.camera_roll",
                "manip.joint1",
                "manip.joint2",
                "manip.joint3",
                "manip.joint4",
                "manip.joint5",
                "manip.joint6",
                "manip.gripper"
            ]
        },
        "action": {
            "dtype": "float32",
            "shape": [
                13
            ],
            "names": [
                "vision.base_yaw",
                "vision.shoulder_pitch",
                "vision.elbow_pitch",
                "vision.wrist_pitch",
                "vision.wrist_yaw",
                "vision.camera_roll",
                "manip.joint1",
                "manip.joint2",
                "manip.joint3",
                "manip.joint4",
                "manip.joint5",
                "manip.joint6",
                "manip.gripper"
            ]
        },
        "observation.images.rgb": {
            "dtype": "video",
            "shape": [
                720,
                1280,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.height": 720,
                "video.width": 1280,
                "video.codec": "h264",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "video.fps": 30,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "source.camera_frame_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": [
                "frame_index"
            ]
        },
        "source.capture_time": {
            "dtype": "float64",
            "shape": [
                1
            ],
            "names": [
                "seconds_from_first_camera_frame"
            ]
        },
        "source.cambot_camera_pose": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "x",
                "y",
                "z",
                "qx",
                "qy",
                "qz",
                "qw"
            ]
        },
        "source.cambot_color_optical_pose": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "x",
                "y",
                "z",
                "qx",
                "qy",
                "qz",
                "qw"
            ]
        },
        "source.cambot_pose_sync_gap": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": [
                "seconds"
            ]
        },
        "source.manip_tcp_pose": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "x",
                "y",
                "z",
                "qx",
                "qy",
                "qz",
                "qw"
            ]
        },
        "observation.pointcloud.xyz": {
            "dtype": "float32",
            "shape": [
                1024,
                3
            ],
            "names": null
        },
        "observation.pointcloud.rgb": {
            "dtype": "uint8",
            "shape": [
                1024,
                3
            ],
            "names": null
        },
        "observation.pointcloud.valid_mask": {
            "dtype": "bool",
            "shape": [
                1024
            ],
            "names": null
        },
        "source.pointcloud_valid_count": {
            "dtype": "int32",
            "shape": [
                1
            ],
            "names": [
                "points"
            ]
        },
        "timestamp": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "frame_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "episode_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

[More Information Needed]
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