Datasets:
Add dataset card (schema, per-object breakdown, download)
Browse files
README.md
ADDED
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| 1 |
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---
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license: cc-by-4.0
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language:
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- en
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pretty_name: baseline_3 v4 - DP3 Training Trajectories (DexYCB-sourced)
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tags:
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- robotics
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- manipulation
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- grasping
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- diffusion-policy
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- franka
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- dexycb
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size_categories:
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- n<1K
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---
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# DP3_DexYCB_training_data
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162 successful grasp + lift trajectories collected in IsaacSim 5.1 + cuRobo
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0.8 from DexYCB hand-pose sequences, retargeted onto a Franka 2-finger
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gripper. Used to train the **baseline_3 v4** Diffusion Policy 3D (DP3)
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policy in the
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[UCB_Project](https://github.com/stzabl-png/UCB_Project) repo
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(`gate3-curobo-ik` branch).
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10 YCB objects after dropping `foam` and `scissors` (cuRobo could not plan a
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single successful grasp on either shape). Each source DexYCB episode was
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collected at its original object yaw and one randomly-selected augmented
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yaw in `{90°, 180°, 270°}` around world-Z (a task-symmetric transform —
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gravity, table and contact geometry are unchanged by yaw rotation).
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## Per-object Breakdown
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| ycb_class_id | object | orig | yaw aug | total |
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|--------------|--------------|------|---------|-------|
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| 03 | sugar | 14 | 8 | 22 |
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| 04 | tomato | 14 | 6 | 20 |
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| 05 | mustard | 11 | 4 | 15 |
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| 06 | tuna | 11 | 6 | 17 |
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| 07 | pudding | 9 | 9 | 18 |
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| 08 | gelatin | 11 | 4 | 15 |
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| 09 | potted_meat | 11 | 7 | 18 |
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| 12 | bleach | 17 | 8 | 25 |
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| 15 | drill | 3 | 4 | 7 |
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| 18 | marker | 3 | 2 | 5 |
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| | **TOTAL** | 104 | 58 | **162** |
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Total size: ~238 MB. Each `.hdf5` is ~1.5 MB.
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## Per-episode Schema (HDF5)
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| Field | Shape | dtype | Notes |
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|--------------------|----------------|---------|-------|
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| `state` | `(31, 8)` | float32 | `[x,y,z, qw,qx,qy,qz, gripper]` in object-centric G-frame, retarget-quat convention |
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| `action` | `(31, 8)` | float32 | `state[1:]` (shifted by 1) |
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| `point_cloud` | `(31, 4096, 3)`| float32 | Static CAD surface samples in G-frame (all 31 frames identical; object is static during collection) |
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| `obj_origin_G` | attr `(3,)` | float64 | Object frame origin in G-frame |
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| `obj_quat_G_wxyz` | attr `(4,)` | float64 | Object orientation in G-frame |
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| `ycb_class_id` | attr scalar | int | DexYCB class id (e.g. 03 = sugar) |
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## File Naming
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```
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dexycb__<session>__<sub-session>__<camera_id>__ycb_dex_NN[_yawDDD].hdf5
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```
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- No `_yaw` suffix → original DexYCB yaw
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- `_yaw90` / `_yaw180` / `_yaw270` → yaw-augmented variant
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## Download
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```bash
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# Option 1: huggingface-cli
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huggingface-cli download UCBProject/DP3_DexYCB_training_data \
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--repo-type dataset \
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--local-dir Baseline1/data/episodes_b3_v4_full12_yaw
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# Option 2: snapshot_download from Python
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from huggingface_hub import snapshot_download
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snapshot_download(repo_id="UCBProject/DP3_DexYCB_training_data",
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repo_type="dataset",
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local_dir="Baseline1/data/episodes_b3_v4_full12_yaw")
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```
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The 162 hdf5 files land under `data/` inside this repo, so the
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`--local-dir` above ends up with `Baseline1/data/episodes_b3_v4_full12_yaw/data/<162 hdf5>`.
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For the UCB_Project pipeline, move them up one level so the path matches the
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README:
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```bash
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mv Baseline1/data/episodes_b3_v4_full12_yaw/data/*.hdf5 \
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Baseline1/data/episodes_b3_v4_full12_yaw/
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rmdir Baseline1/data/episodes_b3_v4_full12_yaw/data
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```
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## Training Pipeline
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Full retrain instructions:
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[`Baseline1/RETRAIN_V4_FULL12.md`](https://github.com/stzabl-png/UCB_Project/blob/gate3-curobo-ik/Baseline1/RETRAIN_V4_FULL12.md)
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in the UCB_Project repo.
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## Collection Details
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Collected by `sim/run_grasp_sim_baseline3_v4.py` (`gate3-curobo-ik` branch)
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with:
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- IsaacSim 5.1, PhysX TGS solver, GPU dynamics + CCD
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- cuRobo 0.8 motion planner (per-phase mesh toggle for pre-grasp WITH mesh,
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final/lift WITHOUT mesh)
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- mass = 0.05 kg (hardcoded; real per-class mass triggers PhysX overflow)
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- chunked-5 + retry wrapper to recover from PhysX corruption events
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## License
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Data: CC-BY-4.0. DexYCB source data subject to the original DexYCB license.
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## Citation
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If you use this dataset, please also cite DexYCB:
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```
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@inproceedings{chao2021dexycb,
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title = {DexYCB: A Benchmark for Capturing Hand Grasping of Objects},
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author = {Chao, Yu-Wei and Yang, Wei and Xiang, Yu and Molchanov, Pavlo
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and Handa, Ankur and Tremblay, Jonathan and Narang, Yashraj S
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and Van Wyk, Karl and Iqbal, Umar and Birchfield, Stan and others},
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booktitle = {CVPR},
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year = {2021}
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}
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```
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