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Browse files- .gitattributes +63 -0
- LICENSE +53 -0
- README.md +125 -0
- checkpoints/MfM_checkpoint.pt +3 -0
- checkpoints/RfD_checkpoint.pt +3 -0
.gitattributes
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# Audio files - uncompressed
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# 3D point clouds
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LICENSE
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| 1 |
+
PhysCoRe dataset — licensing summary
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This repository contains material under two different licenses. Check which
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directory a file came from before reusing it.
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================================================================================
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1. data/phystwin/ — MIT License, Copyright (c) 2025 Hanxiao Jiang
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================================================================================
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The 14 cases under `data/phystwin/` are redistributed from the PhysTwin dataset
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(https://huggingface.co/datasets/Jianghanxiao/PhysTwin) under the MIT License.
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The `mask/` and `sampled_tracks.pkl` files in those case directories are derived
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from those recordings and are covered by the same terms. The full notice is also
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kept at `data/phystwin/LICENSE`.
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MIT License
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Copyright (c) 2025 Hanxiao Jiang
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Permission is hereby granted, free of charge, to any person obtaining a copy
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| 21 |
+
of this software and associated documentation files (the "Software"), to deal
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| 22 |
+
in the Software without restriction, including without limitation the rights
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| 23 |
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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| 24 |
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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| 33 |
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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================================================================================
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2. Everything else — CC-BY-4.0
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================================================================================
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`data/physcore/`, `gaussian_output/`, `checkpoints/` and `configs/` are
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Copyright (c) 2026 Haocheng Yin and Shuohan Tao, Lunar Lab @ Georgia Tech, and
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are released under the Creative Commons Attribution 4.0 International license.
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You are free to share and adapt this material for any purpose, including
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commercially, provided you give appropriate credit, link to the license, and
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indicate if changes were made.
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Full license text: https://creativecommons.org/licenses/by/4.0/legalcode
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Summary: https://creativecommons.org/licenses/by/4.0/
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Please cite the PhysCoRe paper; see the Citation section of README.md.
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README.md
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---
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license: other
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license_name: mixed-mit-and-cc-by-4.0
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license_link: LICENSE
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pretty_name: PhysCoRe
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size_categories:
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- 10K<n<100K
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task_categories:
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- robotics
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tags:
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- deformable-objects
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- robot-manipulation
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- material-estimation
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---
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# PhysCoRe
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Multi-view RGB-D recordings of deformable objects being manipulated by hand, plus the
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trained model weights, 3D Gaussian splats and configs needed to reproduce the results in
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**PhysCoRe: Physics-Corrected Residual World Models for Material-Aware Deformable
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Dynamics** (CoRL 2026).
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- Project page: https://lunarlab-gatech.github.io/PhysCoRe-website/
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- Paper: https://arxiv.org/abs/2607.20653
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- Code: https://github.com/lunarlab-gatech/PhysCoRe
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## Contents
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```
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data/
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├── phystwin/different_types/<case>/ 14 cases, redistributed (see Licenses)
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└── physcore/different_types/<case>/ 12 cases, recorded by us
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gaussian_output/physcore/<case>/ static 3DGS scenes for the 12 physcore cases
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checkpoints/ MfM_checkpoint.pt, RfD_checkpoint.pt
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configs/ one YAML per pipeline script
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```
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Each of the 26 cases is one recording from **3 calibrated RGB-D cameras**, time-aligned:
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| path | content |
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|---|---|
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| `calibrate.pkl` | pickled list of 3 camera-to-world 4x4 matrices |
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| `metadata.json` | per-camera intrinsics, image size `WH`, `frame_num`, serial numbers |
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| `color/{0,1,2}/<frame>.png` | RGB frames |
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| `color/{0,1,2}.mp4` | per-camera RGB video |
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| `depth/{0,1,2}/<frame>.npy` | depth frames, uint16 millimeters |
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| `mask/{0,1,2}/<mask_id>/<frame>.png` | object and controller segmentation |
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| `mask/mask_info_{0,1,2}.json` | mask id to label mapping |
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| `sampled_tracks.pkl` | sampled 3D tracks |
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## Where to start
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Copy the contents of this repository into the root of a PhysCoRe checkout, so that
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`data/`, `gaussian_output/`, `checkpoints/` and `configs/` sit beside the pipeline
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scripts. The code repository's README walks through the stages in order and names the
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config each one reads.
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Because `mask/` and `sampled_tracks.pkl` are included, you can skip the segmentation and
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tracking stage and go straight to building episodes with
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`datagen/convert3d/convert_to_episode.py`. Run that earlier stage only if you want to
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reproduce it; it additionally needs the SAM 2 and GroundingDINO weights, which are not
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redistributed here.
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The `configs/` here carry the values used for the released results, with run directories
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left as `YYYYMMDD_hhmm` placeholders to be stamped at launch. Per-case controller contact
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radii in `per_sample_rollout_config` are scene-dependent and will need retuning for your
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own objects.
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### Confidence overlay settings, per case
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`configs/render_MfM_confidence_3dgs.yaml` ships one example case, but the colormap ceiling
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has to be set per case. These are the values behind the released overlay videos, measured
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with `checkpoints/MfM_checkpoint.pt` on `data_episodes/physcore/<case>/episode_0000`:
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| case | `norm_hi` | `video_frames` | contact radius |
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|---|---|---|---|
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| `double_clift_cloth` | 2.0 | 120 | 0.06 (CLI override) |
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| `single_clift_cloth` | 1.75 | null | 0.044 (CLI override) |
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| `single_clift_rope` | 2.5 | null | 0.04 |
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| `double_squeeze_plastic` | 2.8 | null | 0.04 |
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| `double_stretch_bear_1` | 15.0 | null | 0.06 |
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| `single_push_rope` | 2.7 | 150 | 0.02 |
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The contact radius applies to the `validate_MfM.py` run that produces `render.traj_path`,
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not to the render itself. `configs/validate_MfM.yaml` already resolves to the value above
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for every case except the two marked *CLI override*, which need it passed on the command
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line:
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```bash
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python validate_MfM.py --config configs/validate_MfM.yaml \
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--root data_episodes/physcore/double_clift_cloth/episode_0000 \
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rollout.manipulation_controller_grid_contact_radius=0.06
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```
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## Licenses
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+
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This repository is **mixed-license**. Check the directory before reusing anything.
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| path | license |
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|---|---|
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| `data/phystwin/` | **MIT**, Copyright (c) 2025 Hanxiao Jiang — see `data/phystwin/LICENSE` |
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| `data/physcore/`, `gaussian_output/`, `checkpoints/`, `configs/` | **CC-BY-4.0**, Lunar Lab @ Georgia Tech |
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+
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The 14 cases under `data/phystwin/` are redistributed from the
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[PhysTwin dataset](https://huggingface.co/datasets/Jianghanxiao/PhysTwin) under its MIT
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| 106 |
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license, which permits redistribution provided the copyright notice is retained. The
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`mask/` and `sampled_tracks.pkl` files in those case directories are derived from those
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recordings and carry the same terms. If you use them, please cite PhysTwin as well as
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this work.
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+
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## Citation
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We hope this dataset is useful for your research. If it contributes to your work, please
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consider citing:
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+
|
| 116 |
+
```bibtex
|
| 117 |
+
@inproceedings{yin2026physcore,
|
| 118 |
+
title = {PhysCoRe: Physics-Corrected Residual World Models for Material-Aware Deformable Dynamics},
|
| 119 |
+
author = {Yin, Haocheng and Tao, Shuohan and Chen, Yongsheng and Gan, Lu},
|
| 120 |
+
booktitle = {Conference on Robot Learning (CoRL)},
|
| 121 |
+
series = {Proceedings of Machine Learning Research},
|
| 122 |
+
publisher = {PMLR},
|
| 123 |
+
year = {2026}
|
| 124 |
+
}
|
| 125 |
+
```
|
checkpoints/MfM_checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8323cff1e34b58aa4ca9d33e613f1afb8431d671cbc49a28a65406f96ff343d2
|
| 3 |
+
size 5680483
|
checkpoints/RfD_checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4ec33469fe208024380460b1d70d4f4dd09c31b342615d3eeabbed8f9329997a
|
| 3 |
+
size 7026733
|