M. Pawan Kumar
 
 

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GUEST LECTURES IN OPTIMIZATION

Lecture 4, Part 0: Binary submodular energy minimization, move-making algorithms
PPT   PDF

Lecture 4, Part 1: Review of linear programming
PPT   PDF

Lecture 5, Part 1: Integer linear programming, totally unimodular matrices
PPT   PDF

Lecture 5, Part 2: Linear programming for maximum flow and minimum cut
PPT   PDF

GUEST LECTURE IN LEARNING FROM BIG DATA

Lecture 5: Structured output prediction
PPT   PDF

RELEVANT LINKS

Comparison of various energy minimization algorithms for smoothness-based potentials.
PDF   WWW

Comparison of various energy minimization algorithms for general potentials.
PDF    WWW

Stochastic subgradient descent for learning structured output SVM
PDF    Code

Cutting plane algorithm for learning structured output SVM
PDF    Code

Conditional gradient (Frank-Wolfe) algorithm for learning structured output SVM
PDF    Code

Efficient subwindow search via branch-and-bound for object localization
PDF    Code

Textonboost for image understanding
PDF    Code

Tutorial on weakly supervised structured output prediction
WWW