Research directions
I'm interested in working with others on spine and whole-body motion research. That could mean building a dataset, testing a method, or writing a paper together.
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Extend benchmarking protocols, add stronger reference baselines, and improve reproducible evaluation for spine-aware motion understanding.
- Experience with 2D/3D pose estimation or biomechanics-informed modeling
- Strong experimental design, ablation studies, and reproducibility practices
Study continual adaptation of pose models under realistic domain shift and evolving task definitions, together with sparsity and efficiency constraints for sustainable deployment.
- Continual learning, adaptation under memory constraints, and robust evaluation
- Model sparsification, optimization, and deployment-aware benchmarking
Ways to work together
- Co-authored research studies: Joint problem definition, method design, experimentation, and writing for workshops or conferences.
- Benchmark and reproducibility partnerships: Re-running baselines, stress-testing methods, and improving evaluation protocols across datasets.
- Data and annotation collaborations: Building or refining datasets, quality control pipelines, and task definitions for new labels.
- Applied transfer collaborations: Adapting research code to a partner's domain while keeping scientific rigor and reproducibility.