101 citations · 355 across the 29 of their papers we have counts for
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cs.LG2018
MAP inference via Block-Coordinate Frank-Wolfe Algorithm
Paul Swoboda, Vladimir Kolmogorov
We present a new proximal bundle method for Maximum-A-Posteriori (MAP) inference in structured energy minimization problems. The method optimizes a Lagrangean relaxation of the ori…
cs.LG2014★ 2 cited
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle
Neel Shah, Vladimir Kolmogorov, Christoph H. Lampert
Structural support vector machines (SSVMs) are amongst the best performing models for structured computer vision tasks, such as semantic image segmentation or human pose estimation…
cs.LG2012★ 10 cited
Inference algorithms for pattern-based CRFs on sequence data
Rustem Takhanov, Vladimir Kolmogorov
We consider Conditional Random Fields (CRFs) with pattern-based potentials defined on a chain. In this model the energy of a string (labeling) is the sum of terms over…