Add robotics bowel grasping dataset release
Browse files- .gitattributes +5 -60
- LICENSE +21 -0
- README.md +84 -3
- SHA256SUMS +2 -0
- bowel_retraction_fixed_viewpoint.tar.zst +3 -0
- bowel_retraction_random_viewpoint.tar.zst +3 -0
- manifest.csv +3 -0
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LICENSE
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MIT License
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Copyright (c) 2026 NCT Dresden - Translational Surgical Oncology
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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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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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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README.md
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---
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license: mit
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---
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license: mit
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pretty_name: Robotics Bowel Retraction
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tags:
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- robotics
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- surgical-robotics
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- imitation-learning
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- minimally-invasive-surgery
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- endoscopic-vision
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---
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# Robotics Bowel Retraction Dataset
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Dataset release for **Supervised Mixture-of-Experts for Surgical Grasping and Retraction**.
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This dataset supports learning autonomous surgical-assistant policies for collaborative bowel grasping and retraction. In each demonstration, a surgeon-controlled instrument visually indicates a target bowel segment and the robot assistant performs grasping, retraction, and tension maintenance using stereo endoscopic observations.
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## Dataset Description
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The data were collected in an OpenHELP open-body phantom setup with two UR5e robotic arms: one static arm holding a stereo endoscope and one arm controlling a laparoscopic bowel grasper through a mechatronic interface. The demonstrations contain stereo endoscopic image pairs, gripper state, and instrument-tip position in the camera coordinate frame.
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The associated paper uses this data to train and evaluate a supervised Mixture-of-Experts extension to Action Chunking Transformer (ACT) for a five-phase surgical manipulation task:
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1. Idle
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2. Approach and grasp
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3. Hold
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4. Retract
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5. Maintain tension
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## Release Files
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This release contains two compressed archives:
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| Archive | Split | Contents |
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| --- | --- | --- |
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| `bowel_retraction_fixed_viewpoint.tar.zst` | fixed_viewpoint | `v1/`, `v2/` |
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| `bowel_retraction_random_viewpoint.tar.zst` | random_viewpoint | `multicam/multi_camera_exp/`, `multicam/multi_camera_exp2/` |
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Archive paths are relative to the dataset root and preserve the raw source folders. For example, files inside the fixed-viewpoint archive are stored as `v1/...` and `v2/...`, not as absolute paths.
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`v1` and `v2` are historical raw folder names for two fixed-viewpoint recording days. They are not dataset version numbers. Together, these two folders form the fixed-viewpoint split used in the paper.
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Additional release files:
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- `manifest.csv`: archive-level manifest.
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- `SHA256SUMS`: SHA256 checksums for the `.tar.zst` archives.
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- `.gitattributes`: Git LFS patterns for archive storage.
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- `LICENSE`: MIT License.
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## Verification
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Verify archive checksums with:
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```bash
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sha256sum -c SHA256SUMS
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```
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Inspect archive contents with:
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```bash
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tar --use-compress-program="zstd -d" -tf bowel_retraction_fixed_viewpoint.tar.zst
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tar --use-compress-program="zstd -d" -tf bowel_retraction_random_viewpoint.tar.zst
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```
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## Citation
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If you use this dataset or the associated code, please cite:
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```bibtex
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@misc{mazza2026surgicalmoe,
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title = {Supervised Mixture-of-Experts for Surgical Grasping and Retraction},
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author = {Mazza, Lorenzo and Rodriguez, Ariel and Younis, Rayan and Lelis, Martin and Hellig, Ortrun and Li, Chenpan and Bodenstedt, Sebastian and Wagner, Martin and Speidel, Stefanie},
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year = {2026},
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url = {https://surgical-moe-project.github.io/rss-paper/}
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}
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```
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## License
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This dataset release is distributed under the MIT License.
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## Intended Use
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This dataset is intended for research in surgical robotics, imitation learning, autonomous assistance, and endoscopic vision-based robot control. It is not a clinically validated system and should not be used for patient care or clinical decision-making.
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64d28f2a18d9bc53276647897a9432dc3926a3170e1001ba1e1fe39a5cbed9c0 hf_release/bowel_retraction_fixed_viewpoint.tar.zst
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c32e5e68040e7623b9d22f7b646038d801f90990def2ad3fbf081adcd95666c1 hf_release/bowel_retraction_random_viewpoint.tar.zst
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bowel_retraction_fixed_viewpoint.tar.zst
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version https://git-lfs.github.com/spec/v1
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oid sha256:64d28f2a18d9bc53276647897a9432dc3926a3170e1001ba1e1fe39a5cbed9c0
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size 136303084834
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bowel_retraction_random_viewpoint.tar.zst
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version https://git-lfs.github.com/spec/v1
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oid sha256:c32e5e68040e7623b9d22f7b646038d801f90990def2ad3fbf081adcd95666c1
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size 65795938989
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manifest.csv
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archive_name,split,included_raw_folders,folder_meaning,path_count
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bowel_retraction_fixed_viewpoint.tar.zst,fixed_viewpoint,"v1;v2","raw fixed-viewpoint recording-day folders, not dataset versions",2
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bowel_retraction_random_viewpoint.tar.zst,random_viewpoint,"multicam/multi_camera_exp;multicam/multi_camera_exp2","raw random-viewpoint multicam recording folders",2
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