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Duplicate from unitreerobotics/G1_BlockStacking_Dataset

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Co-authored-by: hengguo <Henry-Ellis@users.noreply.huggingface.co>

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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - robotics
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+ tags:
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+ - LeRobot
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+ configs:
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+ - config_name: default
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+ data_files: data/*/*.parquet
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+ ---
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+
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+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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+
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+ ## Dataset Description
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+
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+
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+
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+ - **Homepage:** [More Information Needed]
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+ - **Paper:** [More Information Needed]
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+ - **License:** apache-2.0
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+
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+
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+ - **Task Objective:** Stack the three cubic blocks on the desktop from bottom to top in the order of red, yellow, and blue on the black tape affixed to the desktop.
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+ - **Operational Objects:** Three cubic blocks with 5cm side lengths(Purchase link:[【淘宝】假一赔四 https://e.tb.cn/h.60bRpk3V7bDhevw?tk=RzFAeJt4Wwp CZ007 「小块正方体形积木数学教具婴儿童益智拼装玩具层层叠1一2岁3宝宝6」
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+ 点击链接直接打开 或者 淘宝搜索直接打开]).
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+ - **Operation Duration:** Each operation takes approximately 20 to 40 seconds.
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+ - **Recording Frequency:** 30 Hz.
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+ - **Robot Type:** 7-DOF dual-arm G1 robot.
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+ - **End Effector:** Three-fingered dexterous hands.
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+ - **Dual-Arm Operation:** Yes.
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+ - **Image Resolution:** 640x480.
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+ - **Camera Positions:** Wrist-mounted (monocular camera) + head-mounted (binocular cameras).
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+ - **Data Content:**
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+ • Robot's current state.
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+ • Robot's next action.
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+ • Current camera view images.
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+ - **Robot Initial Posture:** The first robot state in each dataset entry.
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+ - **Object Placement:** Randomly placed within the robot arm's motion range and the field of view of the robot's head-mounted camera.
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+ - **Camera View:** Follow the guidelines in **Part 5** of [AVP Teleoperation Documentation](https://github.com/unitreerobotics/avp_teleoperate).
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+
41
+ - **Important Notes:**
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+ 1. Due to the inability to precisely describe spatial positions, adjust the scene to closely match the first frame of the dataset after installing the hardware as specified in **Part 5** of [AVP Teleoperation Documentation](https://github.com/unitreerobotics/avp_teleoperate).
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+ 2. Data collection is not completed in a single session, and variations between data entries exist. Ensure these variations are accounted for during model training.
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+
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+
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+ ## Dataset Structure
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+
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+ [meta/info.json](meta/info.json):
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+ ```json
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+ {
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+ "codebase_version": "v2.0",
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+ "robot_type": "Unitree_G1",
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+ "total_episodes": 301,
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+ "total_frames": 281196,
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+ "total_tasks": 1,
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+ "total_videos": 1204,
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+ "total_chunks": 1,
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+ "chunks_size": 1000,
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+ "fps": 30,
60
+ "splits": {
61
+ "train": "0:301"
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+ },
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+ "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
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+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
65
+ "features": {
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+ "observation.state": {
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+ "dtype": "float32",
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+ "shape": [
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+ 28
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+ ],
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+ "names": [
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+ [
73
+ "kLeftShoulderPitch",
74
+ "kLeftShoulderRoll",
75
+ "kLeftShoulderYaw",
76
+ "kLeftElbow",
77
+ "kLeftWristRoll",
78
+ "kLeftWristPitch",
79
+ "kLeftWristYaw",
80
+ "kRightShoulderPitch",
81
+ "kRightShoulderRoll",
82
+ "kRightShoulderYaw",
83
+ "kRightElbow",
84
+ "kRightWristRoll",
85
+ "kRightWristPitch",
86
+ "kRightWristYaw",
87
+ "kLeftHandThumb0",
88
+ "kLeftHandThumb1",
89
+ "kLeftHandThumb2",
90
+ "kLeftHandMiddle0",
91
+ "kLeftHandMiddle1",
92
+ "kLeftHandIndex0",
93
+ "kLeftHandIndex1",
94
+ "kRightHandThumb0",
95
+ "kRightHandThumb1",
96
+ "kRightHandThumb2",
97
+ "kRightHandIndex0",
98
+ "kRightHandIndex1",
99
+ "kRightHandMiddle0",
100
+ "kRightHandMiddle1"
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+ ]
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+ ]
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+ },
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+ "action": {
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+ "dtype": "float32",
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+ "shape": [
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+ 28
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+ ],
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+ "names": [
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+ [
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+ "kLeftShoulderPitch",
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+ "kLeftShoulderRoll",
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+ "kLeftShoulderYaw",
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+ "kLeftElbow",
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+ "kLeftWristRoll",
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+ "kLeftWristPitch",
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+ "kLeftWristYaw",
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+ "kRightShoulderPitch",
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+ "kRightShoulderRoll",
120
+ "kRightShoulderYaw",
121
+ "kRightElbow",
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+ "kRightWristRoll",
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+ "kRightWristPitch",
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+ "kRightWristYaw",
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+ "kLeftHandThumb0",
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+ "kLeftHandThumb1",
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+ "kLeftHandThumb2",
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+ "kLeftHandMiddle0",
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+ "kLeftHandMiddle1",
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+ "kLeftHandIndex0",
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+ "kLeftHandIndex1",
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+ "kRightHandThumb0",
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+ "kRightHandThumb1",
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+ "kRightHandThumb2",
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+ "kRightHandIndex0",
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+ "kRightHandIndex1",
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+ "kRightHandMiddle0",
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+ "kRightHandMiddle1"
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+ ]
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+ ]
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+ },
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+ "observation.images.cam_left_high": {
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+ "dtype": "video",
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+ "shape": [
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+ 3,
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+ 480,
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+ 640
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+ ],
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+ "names": [
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+ "channels",
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+ "height",
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+ "width"
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+ ],
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+ "info": {
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+ "video.fps": 30.0,
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.channels": 3,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "observation.images.cam_right_high": {
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+ "dtype": "video",
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+ "shape": [
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+ 3,
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+ 480,
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+ 640
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+ ],
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+ "names": [
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+ "channels",
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+ "width"
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+ ],
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+ "info": {
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+ "video.fps": 30.0,
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.channels": 3,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "observation.images.cam_left_wrist": {
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+ "dtype": "video",
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+ "shape": [
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+ 3,
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+ 480,
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+ 640
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+ ],
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+ "names": [
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+ "channels",
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+ "height",
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+ "width"
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+ ],
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+ "info": {
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+ "video.fps": 30.0,
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.channels": 3,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "observation.images.cam_right_wrist": {
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+ "dtype": "video",
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+ "shape": [
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+ 3,
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+ 480,
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+ 640
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+ ],
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+ "names": [
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+ "channels",
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+ "height",
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+ "width"
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+ ],
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+ "info": {
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+ "video.fps": 30.0,
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.channels": 3,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "timestamp": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "frame_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "episode_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "index": {
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+ "dtype": "int64",
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+ "shape": [
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+ ],
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+ "task_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ ],
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+ "names": null
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+ }
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+ }
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+ }
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+ ```
272
+
273
+
274
+ ## Citation
275
+
276
+ **BibTeX:**
277
+
278
+ ```bibtex
279
+ [More Information Needed]
280
+ ```
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