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  ---
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- language:
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- - en
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  license: apache-2.0
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- tags:
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- - robotics
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- - dataset
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- - lerobot
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- - ur5e
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  task_categories:
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  - robotics
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- pretty_name: UR5e Dual RealSense Haptic Teleop Dataset (action = q[t+1] absolute, LeRobot v2.1)
 
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  configs:
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  - config_name: default
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- data_files:
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- - data/*/*.parquet
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  ---
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- # UR5e Dual RealSense Haptic Teleoperation Dataset (LeRobot v2.1)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- - Control loop: ~500 Hz (RTDE)
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- - Dataset sampling: fixed 30 Hz
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- Definitions:
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- - `observation.state[t] = q_actual[t]` (UR joint positions, rad)
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- - `action[t] = q_actual[t+1]` (next-step absolute joint positions at 30 Hz)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- Temporal alignment:
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- - Camera frames are stored in timestamped ring buffers (depth=8).
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- - At each 30 Hz sample, the frame whose capture timestamp is closest to the
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- RTDE packet timestamp is selected for both cameras independently.
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- - This eliminates grab-latest race conditions and cross-camera temporal skew.
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- Visualizer-friendly naming:
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- - observation.state names: ['shoulder_pan.pos', 'shoulder_lift.pos', 'elbow_flex.pos', 'wrist_1.pos', 'wrist_2.pos', 'wrist_3.pos']
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- - action names: ['shoulder_pan.next_pos', 'shoulder_lift.next_pos', 'elbow_flex.next_pos', 'wrist_1.next_pos', 'wrist_2.next_pos', 'wrist_3.next_pos']
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- Videos:
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- - `videos/chunk-000/observation.images.wrist/episode_XXXXXX.mp4`
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- - `videos/chunk-000/observation.images.front/episode_XXXXXX.mp4`
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- Per-episode Parquet schema (STRICT order):
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- `action`, `observation.state`, `timestamp`, `frame_index`, `episode_index`, `index`, `task_index`
 
 
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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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+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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+
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+
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+ <a class="flex" href="https://huggingface.co/spaces/lerobot/visualize_dataset?path=sk1700/iros200">
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+ <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl.svg"/>
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+ <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl-dark.svg"/>
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+ </a>
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+
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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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+ ## Dataset Structure
 
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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": "v3.0",
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+ "robot_type": "ur5e",
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+ "total_episodes": 50,
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+ "total_frames": 13003,
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+ "total_tasks": 1,
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+ "chunks_size": 1000,
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+ "fps": 30,
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+ "splits": {
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+ "train": "0:50"
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+ },
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+ "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
45
+ "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
46
+ "camera_keys": [
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+ "observation.images.wrist",
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+ "observation.images.front"
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+ ],
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+ "features": {
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+ "action": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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+ "shoulder_pan.next_pos",
58
+ "shoulder_lift.next_pos",
59
+ "elbow_flex.next_pos",
60
+ "wrist_1.next_pos",
61
+ "wrist_2.next_pos",
62
+ "wrist_3.next_pos"
63
+ ],
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+ "fps": 30
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+ },
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+ "observation.state": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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+ "shoulder_pan.pos",
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+ "shoulder_lift.pos",
74
+ "elbow_flex.pos",
75
+ "wrist_1.pos",
76
+ "wrist_2.pos",
77
+ "wrist_3.pos"
78
+ ],
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+ "fps": 30
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+ },
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+ "observation.images.wrist": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channels"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "avc1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false
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+ }
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+ },
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+ "observation.images.front": {
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+ "dtype": "video",
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+ "shape": [
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+ ],
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+ "video.is_depth_map": false,
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+ "video.fps": 30,
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+ "fps": 30
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+ }
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+ },
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+ "stats": {
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+ ```
256
 
 
 
 
 
 
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258
+ ## Citation
 
 
259
 
260
+ **BibTeX:**
 
 
261
 
262
+ ```bibtex
263
+ [More Information Needed]
264
+ ```