Search is not available for this dataset
observation.state
sequence
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float32
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[ 0.5012372136116028, 0.005232782103121281, 0.23503583669662476, 3.1333420276641846, 0.04146388918161392, -3.136023759841919, 1 ]
4.8
0
96
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false
96
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[ -0.036367084830999374, -0.031254954636096954, 0.04548715054988861, -2.3772082328796387, 0.010156013071537018, 2.3874289989471436, 0.7789012789726257, 1 ]
[ 0.5013625621795654, 0.006509846076369286, 0.23517395555973053, 3.1326990127563477, 0.04177423566579819, -3.1360244750976562, 1 ]
4.85
0
97
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false
97
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[ -0.03638036549091339, -0.031241215765476227, 0.04806172475218773, -2.376864433288574, 0.010153966955840588, 2.387423276901245, 0.7808218598365784, 1 ]
[ 0.5015191435813904, 0.007165752351284027, 0.23533965647220612, 3.1321072578430176, 0.04216086119413376, -3.1360323429107666, 1 ]
4.9
0
98
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false
98
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[ -0.03639461472630501, -0.031231986358761787, 0.04938770830631256, -2.376465320587158, 0.010156207717955112, 2.3874261379241943, 0.7815411686897278, 1 ]
[ 0.5017248392105103, 0.007520852144807577, 0.2355557382106781, 3.1316890716552734, 0.04266590252518654, -3.1360387802124023, 1 ]
4.95
0
99
0
false
99
0

This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v2.0",
    "robot_type": "unknown",
    "total_episodes": 631,
    "total_frames": 146241,
    "total_tasks": 7,
    "total_videos": 1262,
    "total_chunks": 1,
    "chunks_size": 1000,
    "fps": 20,
    "splits": {
        "train": "0:631"
    },
    "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
    "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
    "features": {
        "observation.images.image": {
            "dtype": "video",
            "shape": [
                360,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ],
            "video_info": {
                "video.fps": 20.0,
                "video.codec": "av1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.wrist_image": {
            "dtype": "video",
            "shape": [
                240,
                320,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ],
            "video_info": {
                "video.fps": 20.0,
                "video.codec": "av1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "language_instruction": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "observation.state": {
            "dtype": "float32",
            "shape": [
                8
            ],
            "names": {
                "motors": [
                    "motor_0",
                    "motor_1",
                    "motor_2",
                    "motor_3",
                    "motor_4",
                    "motor_5",
                    "motor_6",
                    "motor_7"
                ]
            }
        },
        "action": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": {
                "motors": [
                    "motor_0",
                    "motor_1",
                    "motor_2",
                    "motor_3",
                    "motor_4",
                    "motor_5",
                    "motor_6"
                ]
            }
        },
        "timestamp": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "episode_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "frame_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "next.reward": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "next.done": {
            "dtype": "bool",
            "shape": [
                1
            ],
            "names": null
        },
        "index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

@inproceedings{saxena2023multiresolution,
    title={Multi-Resolution Sensing for Real-Time Control with Vision-Language Models},
    author={Saumya Saxena and Mohit Sharma and Oliver Kroemer},
    booktitle={7th Annual Conference on Robot Learning},
    year={2023},
    url={https://openreview.net/forum?id=WuBv9-IGDUA}
}
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