File: HarrisExample.cxx

package info (click to toggle)
otb 6.6.1%2Bdfsg-1
  • links: PTS, VCS
  • area: main
  • in suites: buster
  • size: 47,068 kB
  • sloc: cpp: 316,755; ansic: 4,474; sh: 1,610; python: 497; perl: 92; makefile: 82; java: 72
file content (224 lines) | stat: -rw-r--r-- 7,685 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
/*
 * Copyright (C) 2005-2017 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.
 */



#include "itkMacro.h"
#include "otbImage.h"

#include "otbImageFileReader.h"
#include "otbImageFileWriter.h"

//  Software Guide : BeginCommandLineArgs
//    INPUTS: {ROISpot5.png}
//    OUTPUTS: {ROISpot5Harris.png}
//    1.5 2 0.1
//  Software Guide : EndCommandLineArgs

// Software Guide : BeginLatex
//
// This example illustrates the use of the \doxygen{otb}{HarrisImageFilter}.
//
// The first step required to use this filter is to include its header file.
//
// Software Guide : EndLatex

// Software Guide : BeginCodeSnippet
// Software Guide : EndCodeSnippet
#include "otbHarrisImageToPointSetFilter.h"
#include "itkRescaleIntensityImageFilter.h"

int main(int argc, char *argv[])
{
  if (argc != 6)
    {
    std::cerr << "Usage: " << argv[0] << " inputImageFile ";
    std::cerr << " outputHarrisImageFile sigmaD sigmaI alpha" << std::endl;
    return EXIT_FAILURE;
    }

  const char * inputFilename  = argv[1];
  const char * outputFilename = argv[2];

  double SigmaD((double) ::atof(argv[3]));
  double SigmaI((double) ::atof(argv[4]));
  double Alpha((double) ::atof(argv[5]));

  typedef float InputPixelType;
  const unsigned int Dimension = 2;
  typedef unsigned char OutputPixelType;

  typedef otb::Image<InputPixelType,  Dimension> InputImageType;
  typedef otb::Image<OutputPixelType, Dimension> OutputImageType;

  typedef otb::ImageFileReader<InputImageType> ReaderType;

  //  Software Guide : BeginLatex
  //
  //  The \doxygen{otb}{HarrisImageFilter} is templated over the
  //  input and output image types, so we start by
  //  defining:
  //
  //  Software Guide : EndLatex

  // Software Guide : BeginCodeSnippet
  typedef otb::HarrisImageFilter<InputImageType,
      InputImageType>   HarrisFilterType;
  // Software Guide : EndCodeSnippet
  typedef itk::RescaleIntensityImageFilter
  <InputImageType, OutputImageType> RescalerType;

  typedef otb::ImageFileWriter<OutputImageType> WriterType;

  ReaderType::Pointer       reader   = ReaderType::New();
  WriterType::Pointer       writer   = WriterType::New();
  HarrisFilterType::Pointer harris = HarrisFilterType::New();
  RescalerType::Pointer     rescaler = RescalerType::New();

  reader->SetFileName(inputFilename);
  writer->SetFileName(outputFilename);

  harris->SetInput(reader->GetOutput());

  //  Software Guide : BeginLatex
  //
  // The \doxygen{otb}{HarrisImageFilter} needs some parameters to
  // operate. The derivative computation is performed by a
  // convolution with the derivative of a Gaussian kernel of
  // variance $\sigma_D$ (derivation scale) and
  // the smoothing of the image is performed by convolving with a
  // Gaussian kernel of variance $\sigma_I$ (integration
  // scale). This allows the computation of the following matrix:
  // \begin{equation}
  // \mu(\mathbf{x},\sigma_I,\sigma_D) = \sigma_D^2 g(\sigma_I)\star
  // \left[\begin{array}{cc} L_x^2(\mathbf{x},\sigma_D) &
  // L_xL_y(\mathbf{x},\sigma_D)\\ L_xL_y(\mathbf{x},\sigma_D)&
  // L_y^2(\mathbf{x},\sigma_D) \end{array}\right]
  // \end{equation}
  // The output of the detector is $$det(\mu) - \alpha trace^2(\mu).$$
  //
  //  Software Guide : EndLatex

  // Software Guide : BeginCodeSnippet
  harris->SetSigmaD(SigmaD);
  harris->SetSigmaI(SigmaI);
  harris->SetAlpha(Alpha);
  // Software Guide : EndCodeSnippet

  rescaler->SetOutputMinimum(itk::NumericTraits<OutputPixelType>::min());
  rescaler->SetOutputMaximum(itk::NumericTraits<OutputPixelType>::max());

  rescaler->SetInput(harris->GetOutput());
  writer->SetInput(rescaler->GetOutput());
  writer->Update();

  //  Software Guide : BeginLatex
  // Figure~\ref{fig:Harris} shows the result of applying the interest
  // point detector to a small patch extracted from a Spot 5 image.
  // \begin{figure}
  // \center
  // \includegraphics[width=0.25\textwidth]{ROISpot5.eps}
  // \includegraphics[width=0.25\textwidth]{ROISpot5Harris.eps}
  // \itkcaption[Harris Filter Application]{Result of applying the
  // \doxygen{otb}{HarrisImageFilter} to a Spot 5 image.}
  // \label{fig:Harris}
  // \end{figure}
  //
  // The output of the \doxygen{otb}{HarrisImageFilter} is an image
  // where, for each pixel, we obtain the intensity of the
  // detection. Often, the user may want to get access to the set of
  // points for which the output of the detector is higher than a
  // given threshold. This can be obtained by using the
  // \doxygen{otb}{HarrisImageToPointSetFilter}. This filter is only
  // templated over the input image type, the output being a
  // \doxygen{itk}{PointSet} with pixel type equal to the image pixel type.
  //
  //  Software Guide : EndLatex

  // Software Guide : BeginCodeSnippet
  typedef otb::HarrisImageToPointSetFilter<InputImageType> FunctionType;
  // Software Guide : EndCodeSnippet

  //  Software Guide : BeginLatex
  //
  //  We declare now the filter and a pointer to the output point set.
  //  Software Guide : EndLatex
  // Software Guide : BeginCodeSnippet
  typedef FunctionType::OutputPointSetType OutputPointSetType;

  FunctionType::Pointer       harrisPoints    = FunctionType::New();
  OutputPointSetType::Pointer pointSet = OutputPointSetType::New();
  // Software Guide : EndCodeSnippet

  //  Software Guide : BeginLatex
  //
  //  The \doxygen{otb}{HarrisImageToPointSetFilter} takes the same
  // parameters as the \doxygen{otb}{HarrisImageFilter} and an
  // additional parameter : the threshold for the point selection.
  //
  //  Software Guide : EndLatex

  // Software Guide : BeginCodeSnippet
  harrisPoints->SetInput(0, reader->GetOutput());
  harrisPoints->SetSigmaD(SigmaD);
  harrisPoints->SetSigmaI(SigmaI);
  harrisPoints->SetAlpha(Alpha);
  harrisPoints->SetLowerThreshold(10);
  pointSet = harrisPoints->GetOutput();
  // Software Guide : EndCodeSnippet

  harrisPoints->Update();

  //  Software Guide : BeginLatex
  //
  //  We can now iterate through the obtained pointset and access
  //  the coordinates of the points. We start by accessing the
  //  container of the points which is encapsulated into the point
  //  set (see section \ref{sec:PointSetSection} for more
  //  information on using \doxygen{itk}{PointSet}s) and declaring
  //  an iterator to it.
  //
  //  Software Guide : EndLatex

  // Software Guide : BeginCodeSnippet
  typedef OutputPointSetType::PointsContainer ContainerType;
  ContainerType* pointsContainer = pointSet->GetPoints();
  typedef ContainerType::Iterator IteratorType;
  IteratorType itList = pointsContainer->Begin();
  // Software Guide : EndCodeSnippet

  //  Software Guide : BeginLatex
  //
  //  And we get the points coordinates
  //
  //  Software Guide : EndLatex

  // Software Guide : BeginCodeSnippet
  while (itList != pointsContainer->End())
    {
    typedef OutputPointSetType::PointType OutputPointType;
    OutputPointType pCoordinate = (itList.Value());
    std::cout << pCoordinate << std::endl;
    ++itList;
    }
  // Software Guide : EndCodeSnippet

  return EXIT_SUCCESS;
}