Running Projects
- “The Worm” – Unsupervised multi-matching for bio-informatics
- Scalable max-weight independent set solver
- Graph matching benchmark
- Scalable and learnable graph matching solver
Old Projects
- Scalable and learnable cell tracking in microscopic images
- 6D Object Pose Estimation
- Multiple Diverse Solutions in Combinatorial Optimization
- Scalable Exact and Approximate Inference for Graphical Models and Beyond:
- Taxonomy of dual block-coordinate ascent methods for MAP-inference in discrete graphical models [pdf] [code] [video-presentation at AISTATS 2020]
- Exact MAP-Inference by Confining Combinatorial Search with LP Relaxation
- Parallelizable Approximative Inference for Dense Non-Gaussian Graphical Models
- knIRPS: Efficient Block-Coordinate Ascent Inference Beyond Graphical Models [code] [paper] [poster]
- Maximum Persistency in Energy Minimization
- OpenGM Library and Benchmark for Discrete Energy Minimization