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README.md
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---
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license: mit
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tags:
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- robotics
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- lerobot
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- manipulation
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- sim-to-real
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- imitation-learning
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task_categories:
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- robotics
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---
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# Capstone VLA Datasets
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LeRobot v2.1 datasets for a liquid pouring task on a **KuavoV4Pro**
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humanoid robot (34-DOF, bimanual). Used to benchmark GR00T N1.6,
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pi0.5, and Diffusion Policy under varying real-to-synthetic data ratios.
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## Mixture Configurations
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| Dataset | Type | Episodes |
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| ------- | ---- | -------- |
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| `mixed_80_20` | mixed | 750 |
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## Dataset Structure (LeRobot v2.1)
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```
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<dataset>/
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├── meta/
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│ ├── info.json
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│ ├── tasks.jsonl
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│ ├── episodes.jsonl
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│ └── stats.safetensors
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├── data/
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│ └── chunk-*/
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│ └── episode_*.parquet
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└── videos/
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└── chunk-*/
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└── observation.images.*_episode_*.mp4
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```
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## Pipeline
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1. **Teleoperation** — ROS + Isaac Lab teleop (real demos)
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2. **Mimic annotation** — Isaac Lab Mimic with Pink IK controller
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3. **Synthetic generation** — Isaac Lab Mimic (~40% success rate)
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4. **Format conversion** — HDF5 → LeRobot v2.1 (parquet + video)
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5. **Training** — GR00T N1.6 · pi0.5 · Diffusion Policy
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## Benchmarking
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Total dataset size held constant at ~600 episodes across all mixture
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configurations for controlled comparison.
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---
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_Auto-generated by `upload_datasets.py`_
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