21 citations · 21 across the 1 of their papers we have counts for
3 papers
stat.ML2017
Sum-Product Graphical Models
Mattia Desana, Christoph Schnörr
This paper introduces a new probabilistic architecture called Sum-Product Graphical Model (SPGM). SPGMs combine traits from Sum-Product Networks (SPNs) and Graphical Models (GMs):…
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…
cs.CV2011
Continuous Multiclass Labeling Approaches and Algorithms
Jan Lellmann, Christoph Schnörr
We study convex relaxations of the image labeling problem on a continuous domain with regularizers based on metric interaction potentials. The generic framework ensures existence o…