This is a Matlab/C++ toolbox of code for learning and inference with graphical models. It is focused on parameter learning using marginalization in the high-treewidth setting. Though the code is, in principle, domain independent, I ve developed it with vision problems in mind, particularly for learning Conditional Random Fields (CRFs)

JustinsGraphicalModelsToolboxPublic
...................................\.DS_Store
...................................\compile.m
...................................\compile_openmp.m
...................................\CRF
...................................\...\crf_linear_independent.m
...................................\...\crf_linear_independent_noties.m
...................................\...\crf_linear_independent_pairtypes.m
...................................\...\crf_linear_independent_pairtypes.m~
...................................\...\crf_linear_linear.m
...................................\...\crf_linear_linear_noties.m
...................................\...\eval_crf.m
...................................\...\train_crf.m
...................................\Differentiation
...................................\...............\A_bruteforce.m
...................................\...............\A_bruteforce.m~
...................................\...............\implicit_perturbation.m
...................................\...............\meanfield_bprop.m
...................................\...............\meanfield_bprop.m~
...................................\...............\meanfield_bprop_fast.m
...................................\...............\meanfield_bprop_helper1.cpp
...................................\...............\meanfield_bprop_helper1.mexa64
...................................\...............\meanfield_bprop_helper1.mexmaci64
...................................\...............\meanfield_bprop_helper2.cpp
...................................\...............\meanfield_bprop_helper2.mexa64
...................................\...............\meanfield_bprop_helper2.mexmaci64
...................................\...............\trw_bprop.m
...................................\...............\trw_bprop_fast.m
...................................\...............\trw_bprop_helper1.cpp
...................................\...............\trw_bprop_helper1.mexa64
...................................\...............\trw_bprop_helper1.mexmaci64
...................................\...............\trw_bprop_helper1.mexw32
...................................\...............\trw_bprop_helper1.mexw64
...................................\...............\trw_bprop_helper2.cpp
...................................\...............\trw_bprop_helper2.mexa64
...................................\...............\trw_bprop_helper2.mexmaci64
...................................\...............\trw_bprop_helper2.mexw32
...................................\...............\trw_bprop_helper2.mexw64
...................................\...............\trw_bprop_scheduled.m
...................................\...............\trw_bprop_scheduled_fast.m
...................................\...............\trw_bprop_scheduled_helper1.cpp
...................................\...............\trw_bprop_scheduled_helper1.mexa64
...................................\...............\trw_bprop_scheduled_helper1.mexmaci64
...................................\...............\trw_bprop_scheduled_helper1.mexw32
...................................\...............\trw_bprop_scheduled_helper1.mexw64
...................................\...............\trw_bprop_scheduled_helper2.cpp
...................................\...............\trw_bprop_scheduled_helper2.mexa64
...................................\...............\trw_bprop_scheduled_helper2.mexmaci64
...................................\...............\trw_bprop_scheduled_helper2.mexw32
...................................\...............\trw_bprop_scheduled_helper2.mexw64
...................................\eigen3
...................................\......\.hgeol
...................................\......\.hgignore
...................................\......\.hgtags
...................................\......\.krazy
...................................\......\bench
...................................\......\.....\basicbench.cxxlist
...................................\......\.....\basicbenchmark.cpp
..................

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