File: otbLabelImageSmallRegionMergingFilter.h

package info (click to toggle)
otb 7.2.0%2Bdfsg-1
  • links: PTS, VCS
  • area: main
  • in suites: bullseye
  • size: 1,005,476 kB
  • sloc: cpp: 270,143; xml: 128,722; ansic: 4,367; sh: 1,768; python: 1,084; perl: 92; makefile: 72
file content (241 lines) | stat: -rw-r--r-- 8,585 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
/*
 * Copyright (C) 2005-2020 Centre National d'Etudes Spatiales (CNES)
 *
 * This file is part of Orfeo Toolbox
 *
 *     https://www.orfeo-toolbox.org/
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

#ifndef otbLabelImageSmallRegionMergingFilter_h
#define otbLabelImageSmallRegionMergingFilter_h

#include "otbPersistentImageFilter.h"
#include "otbPersistentFilterStreamingDecorator.h"

#include <unordered_map>

namespace otb
{

/** \class PersistentLabelImageSmallRegionMergingFilter
 *
 * This class can be used to merge each segments of a given size in a label
 * image to the connected segment with the closest radiometry (in the sense of
 * the euclidian squared distance).
 * This persistent filter should be used as template parameter of a
 * PersistentFilterStreamingDecorator.
 * It computes from an input label image an equivalence table
 * that gives for each pixel, the corresponding label in the merged image.
 * The merged image can then be computed using a ChangeLabelImageFilter.
 *
 * This filter can be updated several times for different values of size,
 * the output equivalence table will be the results of all computations.
 *
 * \ingroup ImageSegmentation
 *
 * \ingroup OTBConversion
 */
template <class TInputLabelImage>
class ITK_EXPORT PersistentLabelImageSmallRegionMergingFilter : public PersistentImageFilter<TInputLabelImage, TInputLabelImage>
{
public:
  /** Standard class typedef */
  typedef PersistentLabelImageSmallRegionMergingFilter Self;
  typedef PersistentImageFilter<TInputLabelImage, TInputLabelImage> Superclass;
  typedef itk::SmartPointer<Self>       Pointer;
  typedef itk::SmartPointer<const Self> ConstPointer;

  /** Type macro */
  itkTypeMacro(PersistentLabelImageSmallRegionMergingFilter, PersistentImageFilter);
  itkNewMacro(Self);

  /** Template parameters typedefs */

  typedef TInputLabelImage                    InputImageType;
  typedef typename InputImageType::Pointer    InputImagePointerType;
  typedef typename InputImageType::PixelType  InputLabelType;
  typedef typename InputImageType::SizeType   InputSizeType;
  typedef typename InputImageType::PointType  PointType;
  typedef typename InputImageType::RegionType RegionType;

  typedef itk::VariableLengthVector<double> RealVectorPixelType;

  typedef std::unordered_map<InputLabelType, std::set<InputLabelType>> NeighboursMapType;

  typedef std::unordered_map<InputLabelType, RealVectorPixelType> LabelStatisticType;
  typedef std::unordered_map<InputLabelType, double>              LabelPopulationType;
  typedef std::unordered_map<InputLabelType, InputLabelType>      LUTType;

  /** Set/Get size of segments to be merged */
  itkGetMacro(Size, unsigned int);
  itkSetMacro(Size, unsigned int);

  /** Set the Label population  and initialize the LUT */
  void SetLabelPopulation(LabelPopulationType const& labelPopulation);

  /** Get the Label population */
  LabelPopulationType const& GetLabelPopulation() const;

  /** Set the label statistic */
  void SetLabelStatistic(LabelStatisticType const& labelStatistic);

  /** Get the label statistic */
  LabelStatisticType const& GetLabelStatistic() const;

  /** Get the LUT */
  LUTType const& GetLUT() const;

  virtual void Reset(void) override;
  virtual void Synthetize(void) override;

protected:
  /** The input requested region should be padded by a radius of 1 to use the
   * neighbourhood iterator */
  void GenerateInputRequestedRegion() override;

  /** Threaded Generate Data : find the neighbours of each segments of size
   * m_Size for each tile and store them in an accumulator */
  void ThreadedGenerateData(const RegionType& outputRegionForThread, itk::ThreadIdType threadId) override;


  /** Use the LUT recursively to find the label corresponding to the input
   * label */
  InputLabelType FindCorrespondingLabel(InputLabelType label);

  /** Constructor */
  PersistentLabelImageSmallRegionMergingFilter();

  /** Destructor */
  ~PersistentLabelImageSmallRegionMergingFilter() override = default;

  /** PrintSelf method */
  void PrintSelf(std::ostream& os, itk::Indent indent) const override;

private:
  PersistentLabelImageSmallRegionMergingFilter(const Self&) = delete;
  void operator=(const Self&) = delete;

  /** Size of the segments to be merged */
  unsigned int m_Size;

  /** Map containing at key i the population of the segment labelled i */
  LabelPopulationType m_LabelPopulation;

  /** Map containing at key i the mean of element of the segment labelled i */
  LabelStatisticType m_LabelStatistic;

  /** Neighbours maps for each thread */
  std::vector<NeighboursMapType> m_NeighboursMapsTmp;

  /** LUT giving correspondance between labels in the original segmentation
   * and the merged labels */
  LUTType m_LUT;
};

/** \class LabelImageSmallRegionMergingFilter
 *
 * This filter computes from a label image an equivalence table that gives for
 * each pixel, the corresponding label in the merged image. It uses a
 * PersistentFilterStreamingDecorator templated over a
 * PersistentLabelImageSmallRegionMergingFilter
 * to merge the segments recursively from segment of size 1 to segment of a
 * size specified by the attribute MinSize.
 * The equivalence table can be accessed with the method GetLut and used to
 * compute the merged image with a ChangeLabelImageFilterType.
 *
 * \ingroup ImageSegmentation
 *
 * \ingroup OTBConversion
 */
template <class TInputLabelImage>
class ITK_EXPORT LabelImageSmallRegionMergingFilter : public itk::ProcessObject
{
public:
  /** Standard Self typedef */
  typedef LabelImageSmallRegionMergingFilter Self;
  typedef itk::ProcessObject                 Superclass;
  typedef itk::SmartPointer<Self>            Pointer;
  typedef itk::SmartPointer<const Self>      ConstPointer;

  /** Type macro */
  itkNewMacro(Self);

  /** Creation through object factory macro */
  itkTypeMacro(LabelImageSmallRegionMergingFilter, itk::ProcessObject);

  // Small region merging filter typedefs
  typedef PersistentLabelImageSmallRegionMergingFilter<TInputLabelImage>                       PersistentLabelImageSmallRegionMergingFilterType;
  typedef PersistentFilterStreamingDecorator<PersistentLabelImageSmallRegionMergingFilterType> LabelImageSmallRegionMergingFilterType;

  typedef typename PersistentLabelImageSmallRegionMergingFilterType::LabelPopulationType LabelPopulationType;

  typedef typename PersistentLabelImageSmallRegionMergingFilterType::LabelStatisticType LabelStatisticType;

  typedef typename PersistentLabelImageSmallRegionMergingFilterType::LUTType LUTType;


  /** Set/Get size of polygon to be merged */
  itkGetMacro(MinSize, unsigned int);
  itkSetMacro(MinSize, unsigned int);

  /** Set the Label population map */
  void SetInputLabelImage(const TInputLabelImage* labelImage);

  /** Set the Label population map */
  void SetLabelPopulation(LabelPopulationType const& labelPopulation);

  /** Get the Label population map */
  LabelPopulationType const& GetLabelPopulation() const;

  /** Set the Label statistic map */
  void SetLabelStatistic(LabelStatisticType const& labelStatistic);

  /** Get the Label statistic map */
  LabelStatisticType const& GetLabelStatistic() const;

  /** Get the Label statistic map */
  LUTType const& GetLUT() const;

  /** Call GenerateData() */
  void Update() override;

protected:
  /** Constructor */
  LabelImageSmallRegionMergingFilter();
  /** Destructor */
  ~LabelImageSmallRegionMergingFilter() override = default;

  /** Generate Data method (Update LabelImageSmallRegionMergingFilterType
   * recursively) */
  void GenerateData() override;

private:
  LabelImageSmallRegionMergingFilter(const Self&) = delete;
  void operator=(const Self&) = delete;

  // Filter used recursively to build the equivalence table
  typename LabelImageSmallRegionMergingFilterType::Pointer m_SmallRegionMergingFilter;

  // All segments with size < m_MinSize will be merged to bigger segments.
  unsigned int m_MinSize;
};

} // end namespace otb

#ifndef OTB_MANUAL_INSTANTIATION
#include "otbLabelImageSmallRegionMergingFilter.hxx"
#endif

#endif