23 citations · 90 across the 22 of their papers we have counts for
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cs.AI2014★ 6 cited
Partial Optimality by Pruning for MAP-Inference with General Graphical Models
Paul Swoboda, Alexander Shekhovtsov, Jörg Hendrik Kappes +2
We consider the energy minimization problem for undirected graphical models, also known as MAP-inference problem for Markov random fields which is NP-hard in general. We propose a…
cs.AI2012★ 21 cited
Efficient MRF Energy Minimization via Adaptive Diminishing Smoothing
Bogdan Savchynskyy, Stefan Schmidt, Joerg Kappes +1
We consider the linear programming relaxation of an energy minimization problem for Markov Random Fields. The dual objective of this problem can be treated as a concave and unconst…