Abstract
This collaboration call focuses on extending SIMSPINE with stronger baselines, broader evaluation settings, and reproducibility-first benchmark protocols for spine-aware motion understanding.
Scope
I’d like to extend the SIMSPINE benchmark with stronger baselines and clearer evaluation rules.
Good scores matter, but I also want comparisons that other groups can reproduce and learn from.
Open Collaboration Tasks
- Add stronger 2D and 3D reference baselines under a unified training and evaluation protocol.
- Expand stress tests for cross-subject generalization, motion complexity, and failure-case analysis.
- Improve evaluation tooling, reporting templates, and reproducibility checklists.
- Contribute ablation studies around simulation choices and biomechanical constraints.
What Is Already Available
- Public SIMSPINE dataset release.
- Initial baseline code and benchmark setup.
- Paper-level description of annotation pipeline and biomechanical checks.
Related Papers and Resources
- SIMSPINE (CVPR 2026)
- SpinePose (CVPRW 2025)
- SIMSPINE Dataset (Hugging Face)
- SpinePose Inference Library
Collaboration Format
- Joint protocol design and benchmark planning.
- Shared implementation checkpoints with reproducibility reviews.
- Co-authored technical reports or paper submissions when outcomes are publication-grade.
If this scope matches your interests, contact me at mukh07@dfki.de with a short note about your background and preferred collaboration style.