Numerics/Statistics/itkHistogram.h
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00017 #ifndef __itkHistogram_h
00018 #define __itkHistogram_h
00019
00020 #include <vector>
00021
00022 #include "itkIndex.h"
00023 #include "itkSize.h"
00024 #include "itkFixedArray.h"
00025 #include "itkSample.h"
00026 #include "itkDenseFrequencyContainer.h"
00027 #include "itkSparseFrequencyContainer.h"
00028
00029 namespace itk {
00030 namespace Statistics {
00031
00038 template <typename THistogram>
00039 struct GetHistogramDimension
00040 {
00041 itkStaticConstMacro(HistogramDimension, unsigned int, THistogram::MeasurementVectorSize);
00042 };
00043
00080 template < class TMeasurement = float, unsigned int VMeasurementVectorSize = 1,
00081 class TFrequencyContainer = DenseFrequencyContainer >
00082 class ITK_EXPORT Histogram
00083 : public Sample < FixedArray< TMeasurement, VMeasurementVectorSize > >
00084 {
00085 public:
00086
00087
00089 typedef Histogram Self;
00090 typedef Sample< FixedArray< TMeasurement, VMeasurementVectorSize > >
00091 Superclass;
00092 typedef SmartPointer<Self> Pointer;
00093 typedef SmartPointer<const Self> ConstPointer;
00094
00096 itkTypeMacro(Histogram, Sample);
00097
00099 itkNewMacro(Self);
00100
00102 itkStaticConstMacro(MeasurementVectorSize, unsigned int,
00103 VMeasurementVectorSize);
00104
00105
00107 typedef TMeasurement MeasurementType;
00108
00110 typedef typename Superclass::MeasurementVectorType MeasurementVectorType;
00111 typedef typename Superclass::InstanceIdentifier InstanceIdentifier;
00112 typedef MeasurementVectorType ValueType;
00113 typedef typename Superclass::MeasurementVectorSizeType MeasurementVectorSizeType;
00114
00116 typedef TFrequencyContainer FrequencyContainerType;
00117 typedef typename FrequencyContainerType::Pointer FrequencyContainerPointer;
00118
00120 typedef typename FrequencyContainerType::FrequencyType FrequencyType;
00121 typedef typename FrequencyContainerType::TotalFrequencyType TotalFrequencyType;
00122
00124 typedef itk::Index< VMeasurementVectorSize > IndexType;
00125 typedef typename IndexType::IndexValueType IndexValueType;
00126
00128 typedef itk::Size< VMeasurementVectorSize > SizeType;
00129 typedef typename SizeType::SizeValueType SizeValueType;
00130
00132 typedef std::vector< MeasurementType > BinMinVectorType;
00133 typedef std::vector< MeasurementType > BinMaxVectorType;
00134 typedef std::vector< BinMinVectorType > BinMinContainerType;
00135 typedef std::vector< BinMaxVectorType > BinMaxContainerType;
00136
00140 void Initialize(const SizeType &size);
00141
00142
00146 void Initialize(const SizeType &size, MeasurementVectorType& lowerBound,
00147 MeasurementVectorType& upperBound);
00148
00150 void SetToZero();
00151
00155 const IndexType & GetIndex(const MeasurementVectorType& measurement) const;
00156
00160 bool GetIndex(const MeasurementVectorType & measurement,
00161 IndexType & index ) const;
00162
00166 const IndexType & GetIndex(const InstanceIdentifier &id) const;
00167
00170 itkGetMacro(ClipBinsAtEnds, bool);
00171
00174 itkSetMacro(ClipBinsAtEnds, bool);
00175
00178 bool IsIndexOutOfBounds(const IndexType &index) const;
00179
00183 InstanceIdentifier GetInstanceIdentifier(const IndexType &index) const;
00184
00186 unsigned int Size() const;
00187
00189 SizeType GetSize() const
00190 { return m_Size; }
00191
00193 SizeValueType GetSize(const unsigned int dimension) const
00194 {
00195 return m_Size[dimension];
00196 }
00197
00199 const MeasurementType& GetBinMin(const unsigned int dimension,
00200 const unsigned long nbin) const
00201 { return m_Min[dimension][nbin]; }
00202
00204 const MeasurementType& GetBinMax(const unsigned int dimension,
00205 const unsigned long nbin) const
00206 { return m_Max[dimension][nbin]; }
00207
00209 void SetBinMin(const unsigned int dimension, const unsigned long nbin,
00210 const MeasurementType min)
00211 { m_Min[dimension][nbin] = min; }
00212
00214 void SetBinMax(const unsigned int dimension,
00215 unsigned long nbin, const MeasurementType max)
00216 { m_Max[dimension][nbin] = max; }
00217
00220 const MeasurementType& GetBinMinFromValue(const unsigned int dimension,
00221 const float value ) const;
00222
00225 const MeasurementType& GetBinMaxFromValue(const unsigned int dimension,
00226 const float value ) const;
00227
00229 const BinMinVectorType& GetDimensionMins(const unsigned int dimension) const
00230 { return m_Min[dimension]; }
00231
00233 const BinMaxVectorType& GetDimensionMaxs(const unsigned int dimension) const
00234 { return m_Max[dimension]; }
00235
00237 const BinMinContainerType& GetMins() const
00238 { return m_Min; }
00239
00241 const BinMaxContainerType& GetMaxs() const
00242 { return m_Max; }
00243
00245 MeasurementVectorType& GetHistogramMinFromIndex(const IndexType &index);
00246
00248 MeasurementVectorType& GetHistogramMaxFromIndex(const IndexType &index);
00249
00251 FrequencyType GetFrequency(const InstanceIdentifier &id) const
00252 { return m_FrequencyContainer->GetFrequency(id); }
00253
00255 FrequencyType GetFrequency(const IndexType &index) const;
00256
00258 void SetFrequency(const FrequencyType value);
00259
00262 bool SetFrequency(const InstanceIdentifier &id, const FrequencyType value)
00263 { return m_FrequencyContainer->SetFrequency(id, value); }
00264
00267 bool SetFrequency(const IndexType &index,
00268 const FrequencyType value);
00269
00272 bool SetFrequency(const MeasurementVectorType &measurement,
00273 const FrequencyType value);
00274
00275
00279 bool IncreaseFrequency(const InstanceIdentifier &id,
00280 const FrequencyType value)
00281 { return m_FrequencyContainer->IncreaseFrequency(id, value); }
00282
00286 bool IncreaseFrequency(const IndexType &index,
00287 const FrequencyType value);
00288
00292 bool IncreaseFrequency(const MeasurementVectorType &measurement,
00293 const FrequencyType value);
00294
00298 const MeasurementVectorType & GetMeasurementVector(const InstanceIdentifier &id) const;
00299
00301 const MeasurementVectorType & GetMeasurementVector(const IndexType &index) const;
00302
00305 MeasurementType GetMeasurement(const unsigned long n,
00306 const unsigned int dimension) const;
00307
00309 TotalFrequencyType GetTotalFrequency() const;
00310
00312 FrequencyType GetFrequency(const unsigned long n,
00313 const unsigned int dimension) const;
00314
00330 double Quantile(const unsigned int dimension, const double &p) const;
00332
00333 protected:
00334 void PrintSelf(std::ostream& os, Indent indent) const;
00335
00336 public:
00339 class Iterator
00340 {
00341 public:
00342 Iterator(){};
00343
00344 Iterator(Self * histogram)
00345 {
00346 m_Id = 0;
00347 m_Histogram = histogram;
00348 }
00349
00350 Iterator(InstanceIdentifier id, Self * histogram)
00351 : m_Id(id), m_Histogram(histogram) {}
00352
00353 FrequencyType GetFrequency() const
00354 {
00355 return m_Histogram->GetFrequency(m_Id);
00356 }
00357
00358 bool SetFrequency(const FrequencyType value)
00359 {
00360 return m_Histogram->SetFrequency(m_Id, value);
00361 }
00362
00363 InstanceIdentifier GetInstanceIdentifier() const
00364 { return m_Id; }
00365
00366 const MeasurementVectorType & GetMeasurementVector() const
00367 {
00368 return m_Histogram->GetMeasurementVector(m_Id);
00369 }
00370
00371 Iterator& operator++()
00372 {
00373 ++m_Id;
00374 return *this;
00375 }
00376
00377 bool operator!=(const Iterator& it)
00378 { return (m_Id != it.m_Id); }
00379
00380 bool operator==(const Iterator& it)
00381 { return (m_Id == it.m_Id); }
00382
00383 Iterator& operator=(const Iterator& it)
00384 {
00385 m_Id = it.m_Id;
00386 m_Histogram = it.m_Histogram;
00387 return *this;
00388 }
00389
00390 Iterator(const Iterator& it)
00391 {
00392 m_Id = it.m_Id;
00393 m_Histogram = it.m_Histogram;
00394 }
00395
00396 private:
00397
00398 InstanceIdentifier m_Id;
00399
00400
00401 Self* m_Histogram;
00402 };
00403
00404
00405 class ConstIterator
00406 {
00407 public:
00408 ConstIterator(){};
00409
00410 ConstIterator(const Self * histogram)
00411 {
00412 m_Id = 0;
00413 m_Histogram = histogram;
00414 }
00415
00416 ConstIterator(InstanceIdentifier id, const Self * histogram)
00417 : m_Id(id), m_Histogram(histogram) {}
00418
00419 FrequencyType GetFrequency() const
00420 {
00421 return m_Histogram->GetFrequency(m_Id);
00422 }
00423
00424 InstanceIdentifier GetInstanceIdentifier() const
00425 { return m_Id; }
00426
00427 const MeasurementVectorType & GetMeasurementVector() const
00428 {
00429 return m_Histogram->GetMeasurementVector(m_Id);
00430 }
00431
00432 ConstIterator& operator++()
00433 {
00434 ++m_Id;
00435 return *this;
00436 }
00437
00438 bool operator!=(const ConstIterator& it)
00439 { return (m_Id != it.m_Id); }
00440
00441 bool operator==(const ConstIterator& it)
00442 { return (m_Id == it.m_Id); }
00443
00444 ConstIterator& operator=(const ConstIterator& it)
00445 {
00446 m_Id = it.m_Id;
00447 m_Histogram = it.m_Histogram;
00448 return *this;
00449 }
00450
00451 ConstIterator(const ConstIterator & it)
00452 {
00453 m_Id = it.m_Id;
00454 m_Histogram = it.m_Histogram;
00455 }
00456
00457 private:
00458
00459 InstanceIdentifier m_Id;
00460
00461
00462 const Self* m_Histogram;
00463 };
00464
00465 Iterator Begin()
00466 {
00467 Iterator iter(0, this);
00468 return iter;
00469 }
00470
00471 Iterator End()
00472 {
00473 return Iterator(m_OffsetTable[VMeasurementVectorSize], this);
00474 }
00475
00476 ConstIterator Begin() const
00477 {
00478 ConstIterator iter(0, this);
00479 return iter;
00480 }
00481
00482 ConstIterator End() const
00483 {
00484 return ConstIterator(m_OffsetTable[VMeasurementVectorSize], this);
00485 }
00486
00487 virtual void SetMeasurementVectorSize( const MeasurementVectorSizeType s )
00488 {
00489 if( s!= VMeasurementVectorSize )
00490 {
00491 itkExceptionMacro( << "This Histogram class is meant to be used only for "
00492 << "fixed length vectors of length " << VMeasurementVectorSize <<
00493 ". Cannot set this to " << s);
00494 }
00495 }
00496 MeasurementVectorSizeType GetMeasurementVectorSize() const
00497 {
00498 return VMeasurementVectorSize;
00499 }
00500
00501 protected:
00502 Histogram();
00503 virtual ~Histogram() {}
00504
00505
00506 SizeType m_Size;
00507
00508 private:
00509 Histogram(const Self&);
00510 void operator=(const Self&);
00511
00512 InstanceIdentifier m_OffsetTable[VMeasurementVectorSize + 1];
00513 FrequencyContainerPointer m_FrequencyContainer;
00514 unsigned int m_NumberOfInstances;
00515
00516
00517 std::vector< std::vector<MeasurementType> > m_Min;
00518
00519
00520 std::vector< std::vector<MeasurementType> > m_Max;
00521
00522 mutable MeasurementVectorType m_TempMeasurementVector;
00523 mutable IndexType m_TempIndex;
00524
00525 bool m_ClipBinsAtEnds;
00526
00527 };
00528
00529 }
00530 }
00531
00532 #ifndef ITK_MANUAL_INSTANTIATION
00533 #include "itkHistogram.txx"
00534 #endif
00535
00536 #endif
00537