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Maksim Shabunin
2014-12-24 18:37:57 +03:00
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modules/superres/doc/super_resolution.rst
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Super Resolution
================
.. highlight:: cpp
The Super Resolution module contains a set of functions and classes that can be used to solve the problem of resolution enhancement. There are a few methods implemented, most of them are descibed in the papers [Farsiu03]_ and [Mitzel09]_.
superres::SuperResolution
-------------------------
Base class for Super Resolution algorithms.
.. ocv:class:: superres::SuperResolution : public Algorithm, public superres::FrameSource
The class is only used to define the common interface for the whole family of Super Resolution algorithms.
superres::SuperResolution::setInput
-----------------------------------
Set input frame source for Super Resolution algorithm.
.. ocv:function:: void superres::SuperResolution::setInput(const Ptr<FrameSource>& frameSource)
:param frameSource: Input frame source
superres::SuperResolution::nextFrame
------------------------------------
Process next frame from input and return output result.
.. ocv:function:: void superres::SuperResolution::nextFrame(OutputArray frame)
:param frame: Output result
superres::SuperResolution::collectGarbage
-----------------------------------------
Clear all inner buffers.
.. ocv:function:: void superres::SuperResolution::collectGarbage()
superres::createSuperResolution_BTVL1
-------------------------------------
Create Bilateral TV-L1 Super Resolution.
.. ocv:function:: Ptr<SuperResolution> superres::createSuperResolution_BTVL1()
.. ocv:function:: Ptr<SuperResolution> superres::createSuperResolution_BTVL1_CUDA()
This class implements Super Resolution algorithm described in the papers [Farsiu03]_ and [Mitzel09]_ .
Here are important members of the class that control the algorithm, which you can set after constructing the class instance:
* **int scale** Scale factor.
* **int iterations** Iteration count.
* **double tau** Asymptotic value of steepest descent method.
* **double lambda** Weight parameter to balance data term and smoothness term.
* **double alpha** Parameter of spacial distribution in Bilateral-TV.
* **int btvKernelSize** Kernel size of Bilateral-TV filter.
* **int blurKernelSize** Gaussian blur kernel size.
* **double blurSigma** Gaussian blur sigma.
* **int temporalAreaRadius** Radius of the temporal search area.
* **Ptr<DenseOpticalFlowExt> opticalFlow** Dense optical flow algorithm.
.. [Farsiu03] S. Farsiu, D. Robinson, M. Elad, P. Milanfar. Fast and robust Super-Resolution. Proc 2003 IEEE Int Conf on Image Process, pp. 291–294, 2003.
.. [Mitzel09] D. Mitzel, T. Pock, T. Schoenemann, D. Cremers. Video super resolution using duality based TV-L1 optical flow. DAGM, 2009.
modules/superres/doc/superres.rst
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**************************
superres. Super Resolution
**************************
.. toctree::
:maxdepth: 2
super_resolution