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5 months ago | |
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| .. | ||
| CHANGES.TXT | 5 months ago | |
| LICENSE.TXT | 5 months ago | |
| MRFEnergy.h | 5 months ago | |
| MRFEnergy.inl | 5 months ago | |
| README.TXT | 5 months ago | |
| instances.h | 5 months ago | |
| minimize.inl | 5 months ago | |
| ordering.inl | 5 months ago | |
| treeProbabilities.inl | 5 months ago | |
| typeBinary.h | 5 months ago | |
| typeBinaryFast.h | 5 months ago | |
| typeGeneral.h | 5 months ago | |
| typePotts.h | 5 months ago | |
| typeTruncatedLinear.h | 5 months ago | |
| typeTruncatedLinear2D.h | 5 months ago | |
| typeTruncatedQuadratic.h | 5 months ago | |
| typeTruncatedQuadratic2D.h | 5 months ago | |
README.TXT
This software implements two algorithms for minimizing energy functions of the form
E(x) = \sum_i D_i(x_i) + \sum_ij V_ij(x_i,x_j)
where x_i are discrete variables.
The two algorithms are max-product belief propagation (BP, Pearl'88) and
sequential tree-reweighted max-product message passing (TRW-S, Kolmogorov'05).
For example usage look at one of the type*.h files
(typeBinary.h, typeBinaryFast.h, typePotts.h, typeGeneral.h,
typeTruncatedLinear.h, typeTruncatedQuadratic.h, typeTruncatedLinear2D.h, typeTruncatedQuadratic2D.h).
If your energy function does not belong to the classes defined
in these files but terms V_ij allow fast distance transforms, then
it should be possible to extend the algorithms to your functions
using files type*.h as examples.
Written by Vladimir Kolmogorov (vnk@microsoft.com), 2005.
Tested under Microsoft Visual Studio .NET (Windows)
and GNU c++ compiler version 2.96 (Red Hat Linux 7.1).
(c) Microsoft Corporation. All rights reserved.