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observation.state
list
action
list
timestamp
float32
0
15
frame_index
int64
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450
episode_index
int64
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1.28k
index
int64
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186k
task_index
int64
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2.1
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2.133333
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2.6
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2.633333
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2.7
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2.8
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2.833333
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2.9
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3
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3.033333
91
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91
0
[ 0.05501460283994675, 0.05301007255911827, 0.03190487250685692, -0.4633832275867462, 0.8615238070487976, 0.15117299556732178, 0.14212486147880554, 0.9487010836601257, 1, 1, 1, 1, 0.035578690469264984, 0.06149224936962128, 0.12367860972881317 ]
[ 0.00019999593496322632, -0.0004966631531715393, 0.00018999725580215454, 0.011879309080541134, 0.007988219149410725, -0.0021670879796147346, 0.015546143054962158, 0, 0, 0, 0, -0.008596580475568771, 0.007203258574008942, 0.01104322075843811 ]
3.066667
92
0
92
0
[ 0.05521459877490997, 0.05251340940594673, 0.03209486976265907, -0.4609896242618561, 0.8616730570793152, 0.1579829305410385, 0.141596257686615, 0.9642472267150879, 1, 1, 1, 1, 0.026982109993696213, 0.06869550794363022, 0.13472183048725128 ]
[ 0.0007383860647678375, -0.003934558480978012, 0.002703554928302765, 0.11733325570821762, 0.046430181711912155, 0.006109211593866348, 0.011879324913024902, 0, 0, 0, 0, 0.002956053242087364, -0.010745160281658173, -0.006726816296577454 ]
3.1
93
0
93
0
[ 0.05595298483967781, 0.04857885092496872, 0.03479842469096184, -0.4507339596748352, 0.8525701761245728, 0.21931272745132446, 0.147867813706398, 0.9761265516281128, 1, 1, 1, 1, 0.029938163235783577, 0.057950347661972046, 0.12799501419067383 ]
[ 0.000753350555896759, -0.0040300823748111725, 0.002773389220237732, 0.12078411132097244, 0.04769882932305336, 0.006360940635204315, 0.011777877807617188, 0, 0, 0, 0, 0.0032767336815595627, -0.011243555694818497, -0.007220149040222168 ]
3.133333
94
0
94
0
[ 0.05670633539557457, 0.04454876855015755, 0.03757181391119957, -0.4383409917354584, 0.8396254181861877, 0.2815138101577759, 0.1537410467863083, 0.98790442943573, 1, 1, 1, 1, 0.03321489691734314, 0.04670679196715355, 0.12077486515045166 ]
[ 0.0007533244788646698, -0.004029959440231323, 0.0027733072638511658, 0.12030012160539627, 0.04750771448016167, 0.006335502956062555, 0.01177757978439331, 0, 0, 0, 0, 0.003276631236076355, -0.011243220418691635, -0.00721992552280426 ]
3.166667
95
0
95
0
[ 0.05745965987443924, 0.040518809109926224, 0.040345121175050735, -0.42415690422058105, 0.8232066035270691, 0.34228384494781494, 0.15894515812397003, 0.9996820092201233, 1, 1, 1, 1, 0.036491528153419495, 0.035463571548461914, 0.1135549396276474 ]
[ 0.0018268600106239319, -0.0032418370246887207, -0.0005316175520420074, 0.07433328032493591, 0.03930453956127167, 0.0029070600867271423, 0.000317990779876709, 0, 0, 0, 0, 0.001431196928024292, -0.003219299018383026, -0.004703126847743988 ]
3.2
96
0
96
0
[ 0.05928651988506317, 0.0372769720852375, 0.03981350362300873, -0.4123474657535553, 0.8122668862342834, 0.38113197684288025, 0.15789389610290527, 1, 1, 1, 1, 1, 0.03792272508144379, 0.03224427253007889, 0.10885181277990341 ]
[ 0.0018567033112049103, -0.003220062702894211, -0.0006233453750610352, 0.07320374250411987, 0.039154909551143646, 0.002834480023011565, 0, 0, 0, 0, 0, 0.0013800300657749176, -0.0029967259615659714, -0.004633426666259766 ]
3.233333
97
0
97
0
[ 0.06114322319626808, 0.03405690938234329, 0.03919015824794769, -0.3999057114124298, 0.800126314163208, 0.4188193380832672, 0.15640853345394135, 1, 1, 1, 1, 1, 0.039302755147218704, 0.029247546568512917, 0.10421838611364365 ]
[ 0.0018566437065601349, -0.0032199695706367493, -0.0006233267486095428, 0.07308240979909897, 0.03909004479646683, 0.002829724457114935, 0, 0, 0, 0, 0, 0.001379985362291336, -0.0029966365545988083, -0.004633285105228424 ]
3.266667
98
0
98
0
[ 0.06299986690282822, 0.030836939811706543, 0.03856683149933815, -0.3867965340614319, 0.786629319190979, 0.45572373270988464, 0.1546565443277359, 1, 1, 1, 1, 1, 0.04068274050951004, 0.02625091001391411, 0.09958510100841522 ]
[ 0.001874290406703949, -0.0016551297158002853, -0.0007555633783340454, -0.022029999643564224, 0.0026129866018891335, -0.03735170513391495, 0, 0, 0, 0, 0, -0.0036142878234386444, 0.003803921863436699, 0.004971511662006378 ]
3.3
99
0
99
0
End of preview. Expand in Data Studio

robox/ego-grasp-1783507905

Egocentric hand-manipulation dataset in LeRobot v3.0 format, produced by the Robox export pipeline from real on-device hand-tracking recordings. It is structured for direct use with LeRobot (ACT / Diffusion / pi0-style policies).

Dataset Summary

  • Episodes: 1276
  • Frames: 186255
  • Tasks: 1101
  • FPS: 30
  • Robot type: robox_ego_hand
  • Codebase version: v3.0
  • State / action dim: 15

State / action components:

wrist_x, wrist_y, wrist_z, wrist_qx, wrist_qy, wrist_qz, wrist_qw, finger_curl_thumb, finger_curl_index, finger_curl_middle, finger_curl_ring, finger_curl_pinky, pinch_thumb_index, pinch_thumb_middle, pinch_thumb_ring

Features

Key dtype shape
observation.images.front video [480, 640, 3]
observation.state float32 [15]
action float32 [14]
timestamp float32 [1]
frame_index int64 [1]
episode_index int64 [1]
index int64 [1]
task_index int64 [1]

Structure

meta/info.json          # schema, fps, feature spec (canonical)
meta/tasks.parquet      # task_index -> natural-language task
meta/episodes/*.parquet # per-episode index, length, video timestamps
meta/stats.json         # per-feature statistics
meta/robox_export.json  # licence + provenance (Robox sidecar)
meta/robox_validation.json  # structural validation report
data/chunk-000/*.parquet    # per-frame state / action / timestamp
videos/observation.images.front/chunk-000/*.mp4  # RGB, one shard per chunk

Episodes are packed into shared chunk shards (one .mp4 and one .parquet per chunk); per-episode boundaries are addressed by the row ranges and video timestamps in meta/episodes.

meta/info.json (full canonical schema)
{
    "codebase_version": "v3.0",
    "fps": 30,
    "features": {
        "observation.images.front": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.height": 480,
                "video.width": 640,
                "video.codec": "h264",
                "video.pix_fmt": "yuv420p",
                "video.fps": 30,
                "video.channels": 3,
                "has_audio": false,
                "video.g": 2,
                "video.crf": 30,
                "video.preset": null,
                "video.fast_decode": 0,
                "video.video_backend": "pyav",
                "video.extra_options": {},
                "is_depth_map": false
            }
        },
        "observation.state": {
            "dtype": "float32",
            "shape": [
                15
            ],
            "names": [
                "wrist_x",
                "wrist_y",
                "wrist_z",
                "wrist_qx",
                "wrist_qy",
                "wrist_qz",
                "wrist_qw",
                "finger_curl_thumb",
                "finger_curl_index",
                "finger_curl_middle",
                "finger_curl_ring",
                "finger_curl_pinky",
                "pinch_thumb_index",
                "pinch_thumb_middle",
                "pinch_thumb_ring"
            ]
        },
        "action": {
            "dtype": "float32",
            "shape": [
                14
            ],
            "names": [
                "d_wrist_x",
                "d_wrist_y",
                "d_wrist_z",
                "d_wrist_rotvec_x",
                "d_wrist_rotvec_y",
                "d_wrist_rotvec_z",
                "d_finger_curl_thumb",
                "d_finger_curl_index",
                "d_finger_curl_middle",
                "d_finger_curl_ring",
                "d_finger_curl_pinky",
                "d_pinch_thumb_index",
                "d_pinch_thumb_middle",
                "d_pinch_thumb_ring"
            ]
        },
        "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
        }
    },
    "total_episodes": 1276,
    "total_frames": 186255,
    "total_tasks": 1101,
    "chunks_size": 1000,
    "data_files_size_in_mb": 100,
    "video_files_size_in_mb": 200,
    "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",
    "robot_type": "robox_ego_hand",
    "splits": {
        "train": "0:1276"
    }
}

Licence & Provenance

  • Licence: see meta/robox_export.json
  • Export id: beb4b060-19da-47f6-a7da-c1aaf68ab655
  • Source recordings: 1000

Full licensing, buyer and source-recording provenance are in meta/robox_export.json. This dataset is distributed under its stated commercial terms — not an open-source licence — despite the Hub license: other tag.

Created with

This dataset was created using LeRobot and the Robox LeRobot v3 export worker.

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Models trained or fine-tuned on as54/lerobot_ego_grasp_test1