iPiano
An implementation of the iPiano algorithms for non-convex and non-smooth optimization.
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Class Hierarchy
This inheritance list is sorted roughly, but not completely, alphabetically:
[detail level 12]
oCFunctionals::CompressiveSensingCompressive sensing example using convex optimization as discussed in [1]: [1] G. Kutyniok. Compressed Sensing: Theory and Applications. Computing Research Repository, abs/1203.3815, 2012
oCFunctionals::DenoisingDenoising functionals (for grayscale images!
oCFunctionals::Denoising::EvaluationEvaluation of denoising functionals
oCFunctionalsA collection of functionals for different computer vision/image processing tasks used to demonstrate the use of nmiPiano/iPiano optimization
oCnmiPiano::IterationStructure representing an iteration, passed as is to a callback function to be able to monitor process
|\CiPiano::IterationStructure representing an iteration, passed as is to a callback function to be able to monitor process
oCnmiPianoImplementation of nmiPiano (algorithm 4) as proposed in [1]: [1] P. Ochs, Y. Chen, T. Brox, T. Pock. iPiano: Inertial Proximal Algorithm for Nonconvex Optimization. SIAM J. Imaging Sciences, vol. 7, no. 2, 2014
|\CiPianoImplementation of iPiano (algorithm 5) as proposed in [1]: [1] P. Ochs, Y. Chen, T. Brox, T. Pock. iPiano: Inertial Proximal Algorithm for Nonconvex Optimization. SIAM J. Imaging Sciences, vol. 7, no. 2, 2014
oCFunctionals::Denoising::NoiseGenerate noisy images
oCnmiPiano::OptionsOptions of algorithm
|\CiPiano::OptionsOptions of algorithm
oCFunctionals::PhaseFieldTwo Phase-Field for segmentation, see [1]. [1] Shen. Gamma-Convergence Approximation to Piecewise Constant Mumford-Shah Segmentation. International Conference on Advanced Concepts of Intelligent Vision Systems, 2005
oCFunctionals::PhaseField_ColorTwo Phase-Field for color image segmentation, see [1]; adapted to color. [1] Shen. Gamma-Convergence Approximation to Piecewise Constant Mumford-Shah Segmentation. International Conference on Advanced Concepts of Intelligent Vision Systems, 2005
\CFunctionals::UtilUtilities for using nmiPiano/iPiano for computer vision/image processing