Episodes Preview R1Pro Visualizer
10k episodes · 30 fps · 3 cameras · 720×720 libx265

This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v2.1",
    "robot_type": "R1Pro",
    "total_episodes": 10000,
    "total_frames": 119094660,
    "total_tasks": 50,
    "total_videos": 90000,
    "chunks_size": 10000,
    "fps": 30,
    "splits": {
        "train": "0:10000"
    },
    "data_path": "data/task-{episode_chunk:04d}/episode_{episode_index:08d}.parquet",
    "video_path": "videos/task-{episode_chunk:04d}/{video_key}/episode_{episode_index:08d}.mp4",
    "metainfo_path": "meta/episodes/task-{episode_chunk:04d}/episode_{episode_index:08d}.json",
    "annotation_path": "annotations/task-{episode_chunk:04d}/episode_{episode_index:08d}.json",
    "features": {
        "observation.images.rgb.left_wrist": {
            "dtype": "video",
            "shape": [
                480,
                480,
                3
            ],
            "names": [
                "height",
                "width",
                "rgb"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 480,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.rgb.right_wrist": {
            "dtype": "video",
            "shape": [
                480,
                480,
                3
            ],
            "names": [
                "height",
                "width",
                "rgb"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 480,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.rgb.head": {
            "dtype": "video",
            "shape": [
                720,
                720,
                3
            ],
            "names": [
                "height",
                "width",
                "rgb"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 720,
                "video.width": 720,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.depth.left_wrist": {
            "dtype": "video",
            "shape": [
                480,
                480,
                3
            ],
            "names": [
                "height",
                "width",
                "depth"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 480,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p16le",
                "video.is_depth_map": true,
                "has_audio": false
            }
        },
        "observation.images.depth.right_wrist": {
            "dtype": "video",
            "shape": [
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            ],
            "names": [
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                "width",
                "depth"
            ],
            "info": {
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                "video.height": 480,
                "video.width": 480,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p16le",
                "video.is_depth_map": true,
                "has_audio": false
            }
        },
        "observation.images.depth.head": {
            "dtype": "video",
            "shape": [
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                720,
                3
            ],
            "names": [
                "height",
                "width",
                "depth"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 720,
                "video.width": 720,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p16le",
                "video.is_depth_map": true,
                "has_audio": false
            }
        },
        "observation.images.seg_instance_id.left_wrist": {
            "dtype": "video",
            "shape": [
                480,
                480,
                3
            ],
            "names": [
                "height",
                "width",
                "rgb"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 480,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.seg_instance_id.right_wrist": {
            "dtype": "video",
            "shape": [
                480,
                480,
                3
            ],
            "names": [
                "height",
                "width",
                "rgb"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 480,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.seg_instance_id.head": {
            "dtype": "video",
            "shape": [
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                720,
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            ],
            "names": [
                "height",
                "width",
                "rgb"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 720,
                "video.width": 720,
                "video.channels": 3,
                "video.codec": "libx265",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "action": {
            "dtype": "float32",
            "shape": [
                23
            ],
            "names": null
        },
        "timestamp": {
            "dtype": "float64",
            "shape": [
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            ],
            "names": null
        },
        "episode_index": {
            "dtype": "int64",
            "shape": [
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            ],
            "names": null
        },
        "index": {
            "dtype": "int64",
            "shape": [
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            ],
            "names": null
        },
        "observation.cam_rel_poses": {
            "dtype": "float32",
            "shape": [
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            ],
            "names": null
        },
        "observation.state": {
            "dtype": "float32",
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            ],
            "names": null
        },
        "observation.task_info": {
            "dtype": "float32",
            "shape": [
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            "names": null
        }
    }
}

Citation

BibTeX:

@article{li2024behavior, 
  title={Behavior-1k: A human-centered, embodied ai benchmark with 1,000 everyday activities and realistic simulation}, 
  author={Li, Chengshu and Zhang, Ruohan and Wong, Josiah and Gokmen, Cem and Srivastava, Sanjana and Mart{'i}n-Mart{'i}n, Roberto and Wang, Chen and Levine, Gabrael and Ai, Wensi and Martinez, Benjamin and Yin, Hang and Lingelbach, Michael and Hwang, Minjune and Hiranaka, Ayano and Garlanka, Sujay and Aydin, Arman and Lee, Sharon and Sun, Jiankai and Anvari, Mona and Sharma, Manasi and Bansal, Dhruva and Hunter, Samuel and Kim, Kyu-Young and Lou, Alan and Matthews, Caleb R. and Villa-Renteria, Ivan and Tang, Jerry Huayang and Tang, Claire and Xia, Fei and Li, Yunzhu and Savarese, Silvio and Gweon, Hyowon and Liu, C. Karen and Wu, Jiajun and Fei-Fei, Li}, 
  journal={arXiv preprint arXiv:2403.09227}, 
  year={2024} 
}
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