KernelKMeansImgLvl1.h

// KernelKMeansImgLvl1.h:
// ----------------------
//

#ifndef __IPSDKIPLCLASSIFICATION_KERNELKMEANSIMGLVL1_H__
#define __IPSDKIPLCLASSIFICATION_KERNELKMEANSIMGLVL1_H__

#include <IPSDKIPL/IPSDKIPLClassification/IPSDKIPLClassificationExports.h>
#include <IPSDKBaseProcessing/Processor/ProcessorHdrMacros.h>
#include <IPSDKIPL/IPSDKIPLClassification/OutputInitializer/KernelKMeansInitializerUtils.h>

// Attributes headers
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/Image/Input/InHomogeneousImg.h>
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/Value/InNbClusters.h>
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/Value/InNbSamples.h>
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/Value/InOptNbAttempts.h>
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/DataItem/InOptKernelKMeansParams.h>
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/Image/Output/OutClassImg.h>
#include <IPSDKIPL/IPSDKIPLAttributes/Attribute/DataItem/OutKKMeansCentroids.h>
#include <IPSDKIPL/IPSDKIPLAttributes/DataItem/PlanIndexedDoubles.h>
#include <IPSDKIPL/IPSDKIPLAttributes/DataItem/PlanIndexedStatsResult.h>
#include <IPSDKIPL/IPSDKIPLClassification/Rule/KernelKMeansRuleUtils.h>

namespace ipsdk {
namespace imaproc {
namespace classif {


// declare processor class
IPSDK_DECLARE_LVL1_PROCESSOR(REP_ASYNC1, IPSDKIPLClassification, KernelKMeansImg,
                             ipsdk::imaproc::customImageProperty(_pOutClassImg, matchKernelKMeansClassImg(_pInHomogeneousImg, _pInNbClusters)),
                             (((ipsdk)(imaproc)(attr))(InHomogeneousImg))
                             (((ipsdk)(imaproc)(attr))(InNbClusters))
                             (((ipsdk)(imaproc)(attr))(InNbSamples))
                             (((ipsdk)(imaproc)(attr))(InOptNbAttempts))
                             (((ipsdk)(imaproc)(attr))(InOptKernelKMeansParams))
                             (((ipsdk)(imaproc)(attr))(OutClassImg)(customOutput)(outputKernelKMeans(_pInHomogeneousImg, _pInNbClusters)))
                             (((ipsdk)(imaproc)(attr))(OutKKMeansCentroids)(allocate)))

// methods
public:

protected:
    ipsdk::core::ExecResult preProcess();

    void                    clearIntermediateData();

// attributes
protected:
    image::ImageConstPtr            _pInSeqImg;

    ipUInt32                        _curNbAttempt;

    ipReal32                        _radialBasisKernelSigma;

    ipReal32                        _accuracyThreshold;

    attr::PlanIndexedStatsResultPtr _pImgStats;

    attr::PlanIndexedDoublesPtr     _pImgSampledValues;

    ipReal64                        _bestSeparation;

    attr::KKMeansCentroidsPtr       _pBestKKMeansCentroids;
};


} // end of namespace classif
} // end of namespace imaproc
} // end of namespace ipsdk

#endif // __IPSDKIPLCLASSIFICATION_KERNELKMEANSIMGLVL1_H__