dimreduc model added (not used at the moment), trainer app working for autoencoder

include/AutoencoderModel.h

+#ifndef AutoencoderModel_h
+#define AutoencoderModel_h
+
+#include "DimensionalityReductionModel.h"
+
+
+namespace otb
+{
+template <class TInputValue, class AutoencoderType>
+class AutoencoderModel: public DimensionalityReductionModel<TInputValue>
+{
+
+public:
+	
+	typedef AutoencoderModel Self;
+	typedef DimensionalityReductionModel<TInputValue> Superclass;
+	typedef itk::SmartPointer<Self> Pointer;
+	typedef itk::SmartPointer<const Self> ConstPointer;
+
+	typedef TInputValue InputValueType;
+	typedef itk::VariableLengthVector<InputValueType> InputSampleType;
+	typedef itk::Statistics::ListSample<InputSampleType> InputListSampleType;
+
+
+	
+	void Save(const std::string & filename, const std::string & name="")  {};
+	void Load(const std::string & filename, const std::string & name="") {};
+
+	void Train();
+	void Dimensionality_reduction()  {};
+
+protected:
+	AutoencoderModel(){};	
+	
+};
+} // end namespace otb
+
+
+#ifndef OTB_MANUAL_INSTANTIATION
+#include "AutoencoderModel.txx"
+#endif
+
+
+#endif

include/AutoencoderModel.txx

+#ifndef AutoencoderModel_txx
+#define AutoencoderModel_txx
+
+
+#include "AutoencoderModel.h"
+namespace otb
+{
+
+template <class TInputValue, class AutoencoderType>
+void AutoencoderModel<TInputValue,AutoencoderType>::Train()
+{
+
+}
+
+
+
+
+
+} // namespace otb
+#endif

include/DimensionalityReductionModel.h

+#ifndef DimensionalityReductionModel_h
+#define DimensionalityReductionModel_h
+#include "itkObject.h"
+#include "itkListSample.h"
+namespace otb
+{
+template <class TInputValue>
+class DimensionalityReductionModel: public itk::Object
+{
+
+public:
+	
+	typedef DimensionalityReductionModel Self;
+	typedef itk::Object Superclass;
+	typedef itk::SmartPointer<Self> Pointer;
+	typedef itk::SmartPointer<const Self> ConstPointer;
+
+	typedef TInputValue InputValueType;
+	typedef itk::VariableLengthVector<InputValueType> InputSampleType;
+	typedef itk::Statistics::ListSample<InputSampleType> InputListSampleType;
+
+
+		
+	itkSetObjectMacro(InputListSample,InputListSampleType);
+	itkGetObjectMacro(InputListSample,InputListSampleType);
+	itkGetConstObjectMacro(InputListSample,InputListSampleType);
+
+	virtual void Save(const std::string & filename, const std::string & name="") = 0;
+	virtual void Load(const std::string & filename, const std::string & name="") = 0;
+
+	virtual void Train() = 0;
+	virtual void Dimensionality_reduction() = 0;
+
+protected:
+	DimensionalityReductionModel(){};	
+	typename InputListSampleType::Pointer m_InputListSample;
+
+
+};
+} // end namespace otb
+
+
+//#ifndef OTB_MANUAL_INSTANTIATION
+//#include "DimensionalityReductionModel.txx"
+//#endif
+
+
+#endif