Skielex / QPBO

Modified version of QPBO algorithm by Vladimir Kolmogorov for very large graphs.

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QPBO with large graph support

Modified version of QPBO algorithm by Vladimir Kolmogorov for very large graphs. Original source code availbable at http://pub.ist.ac.at/~vnk/software.html.

Original description

Implements algorithms for minimizing functions of binary variables with unary and pairwise terms based on roof duality described in the following papers:

    Roof duality, complementation and persistency in quadratic 0-1 optimization.
    P. L. Hammer, P. Hansen, and B. Simeone.
    Mathematical Programming, 28:121-155, 1984.
    Network flows and minimization of quadratic pseudo-Boolean functions.
    E. Boros, P. L. Hammer, and X. Sun.
    Technical Report RRR 17-1991, RUTCOR Research Report, May 1991.
    Preprocessing of Unconstrained Quadratic Binary Optimization.
    E. Boros, P. L. Hammer, and G. Tavares.
    Technical Report RRR 10-2006, RUTCOR Research Report, April 2006.
    Optimizing binary MRFs via extended roof duality.
    C. Rother, V. Kolmogorov, V. Lempitsky, and M. Szummer.
    CVPR 2007.

Modifications

Changed to allow for very large graphs with up to 2.1 billion nodes and "any number" of edges/terms.

Main changes include:

  • Changed edge variables to long long.
  • Changed a few other variables to long long.
  • Reduced sizeof(Node) by changing some variable types in the struct.

About

Modified version of QPBO algorithm by Vladimir Kolmogorov for very large graphs.


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