root / rgbdslam / external / siftgpu / src / SiftGPU / SiftPyramid.cpp @ 9240aaa3
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1 | 9240aaa3 | Alex | ////////////////////////////////////////////////////////////////////////////
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2 | // File: SiftPyramid.cpp
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3 | // Author: Changchang Wu
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4 | // Description : Implementation of the SiftPyramid class.
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5 | //
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6 | //
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7 | //
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8 | // Copyright (c) 2007 University of North Carolina at Chapel Hill
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9 | // All Rights Reserved
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10 | //
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11 | // Permission to use, copy, modify and distribute this software and its
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12 | // documentation for educational, research and non-profit purposes, without
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13 | // fee, and without a written agreement is hereby granted, provided that the
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14 | // above copyright notice and the following paragraph appear in all copies.
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15 | //
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16 | // The University of North Carolina at Chapel Hill make no representations
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17 | // about the suitability of this software for any purpose. It is provided
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18 | // 'as is' without express or implied warranty.
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19 | //
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20 | // Please send BUG REPORTS to ccwu@cs.unc.edu
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21 | //
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22 | ////////////////////////////////////////////////////////////////////////////
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23 | |||
24 | |||
25 | #include "GL/glew.h" |
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26 | #include <string.h> |
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27 | #include <iostream> |
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28 | #include <iomanip> |
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29 | #include <vector> |
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30 | #include <algorithm> |
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31 | #include <fstream> |
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32 | #include <math.h> |
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33 | using namespace std; |
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34 | |||
35 | #include "GlobalUtil.h" |
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36 | #include "SiftPyramid.h" |
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37 | #include "SiftGPU.h" |
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38 | |||
39 | |||
40 | #ifdef DEBUG_SIFTGPU
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41 | #include "IL/il.h" |
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42 | #include "direct.h" |
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43 | #include "io.h" |
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44 | #include <sys/stat.h> |
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45 | #endif
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46 | |||
47 | |||
48 | |||
49 | void SiftPyramid::RunSIFT(GLTexInput*input)
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50 | { |
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51 | CleanupBeforeSIFT(); |
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52 | |||
53 | if(_existing_keypoints & SIFT_SKIP_FILTERING)
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54 | { |
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55 | |||
56 | }else
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57 | { |
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58 | GlobalUtil::StartTimer("Build Pyramid");
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59 | BuildPyramid(input); |
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60 | GlobalUtil::StopTimer(); |
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61 | _timing[0] = GetElapsedTime();
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62 | } |
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63 | |||
64 | |||
65 | if(_existing_keypoints)
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66 | { |
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67 | //existing keypoint list should at least have the locations and scale
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68 | GlobalUtil::StartTimer("Upload Feature List");
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69 | if(!(_existing_keypoints & SIFT_SKIP_FILTERING)) ComputeGradient();
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70 | GenerateFeatureListTex(); |
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71 | GlobalUtil::StopTimer(); |
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72 | _timing[2] = GetElapsedTime();
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73 | }else
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74 | { |
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75 | |||
76 | GlobalUtil::StartTimer("Detect Keypoints");
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77 | DetectKeypointsEX(); |
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78 | GlobalUtil::StopTimer(); |
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79 | _timing[1] = GetElapsedTime();
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80 | |||
81 | if(GlobalUtil::_ListGenGPU ==1) |
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82 | { |
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83 | GlobalUtil::StartTimer("Get Feature List");
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84 | GenerateFeatureList(); |
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85 | GlobalUtil::StopTimer(); |
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86 | |||
87 | }else
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88 | { |
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89 | GlobalUtil::StartTimer("Transfer Feature List");
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90 | GenerateFeatureListCPU(); |
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91 | GlobalUtil::StopTimer(); |
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92 | } |
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93 | LimitFeatureCount(0);
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94 | _timing[2] = GetElapsedTime();
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95 | } |
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96 | |||
97 | |||
98 | |||
99 | if(_existing_keypoints& SIFT_SKIP_ORIENTATION)
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100 | { |
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101 | //use exisitng feature orientation or
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102 | }else if(GlobalUtil::_MaxOrientation>0) |
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103 | { |
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104 | //some extra tricks are done to handle existing keypoint list
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105 | GlobalUtil::StartTimer("Feature Orientations");
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106 | GetFeatureOrientations(); |
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107 | GlobalUtil::StopTimer(); |
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108 | _timing[3] = GetElapsedTime();
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109 | |||
110 | //for existing keypoint list, only the strongest orientation is kept.
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111 | if(GlobalUtil::_MaxOrientation >1 && !_existing_keypoints && !GlobalUtil::_FixedOrientation) |
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112 | { |
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113 | GlobalUtil::StartTimer("MultiO Feature List");
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114 | ReshapeFeatureListCPU(); |
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115 | LimitFeatureCount(1);
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116 | GlobalUtil::StopTimer(); |
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117 | _timing[4] = GetElapsedTime();
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118 | } |
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119 | }else
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120 | { |
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121 | GlobalUtil::StartTimer("Feature Orientations");
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122 | GetSimplifiedOrientation(); |
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123 | GlobalUtil::StopTimer(); |
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124 | _timing[3] = GetElapsedTime();
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125 | } |
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126 | |||
127 | PrepareBuffer(); |
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128 | |||
129 | if(_existing_keypoints & SIFT_SKIP_ORIENTATION)
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130 | { |
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131 | //no need to read back feature if all fields of keypoints are already specified
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132 | }else
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133 | { |
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134 | GlobalUtil::StartTimer("Download Keypoints");
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135 | #ifdef NO_DUPLICATE_DOWNLOAD
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136 | if(GlobalUtil::_MaxOrientation < 2 || GlobalUtil::_FixedOrientation) |
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137 | #endif
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138 | DownloadKeypoints(); |
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139 | GlobalUtil::StopTimer(); |
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140 | _timing[5] = GetElapsedTime();
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141 | } |
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142 | |||
143 | |||
144 | |||
145 | if(GlobalUtil::_DescriptorPPT)
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146 | { |
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147 | //desciprotrs are downloaded in descriptor computation of each level
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148 | GlobalUtil::StartTimer("Get Descriptor");
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149 | GetFeatureDescriptors(); |
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150 | GlobalUtil::StopTimer(); |
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151 | _timing[6] = GetElapsedTime();
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152 | } |
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153 | |||
154 | //reset the existing keypoints
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155 | _existing_keypoints = 0;
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156 | _keypoint_index.resize(0);
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157 | |||
158 | if(GlobalUtil::_UseSiftGPUEX)
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159 | { |
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160 | GlobalUtil::StartTimer("Gen. Display VBO");
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161 | GenerateFeatureDisplayVBO(); |
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162 | GlobalUtil::StopTimer(); |
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163 | _timing[7] = GlobalUtil::GetElapsedTime();
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164 | } |
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165 | //clean up
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166 | CleanUpAfterSIFT(); |
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167 | } |
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168 | |||
169 | |||
170 | void SiftPyramid::LimitFeatureCount(int have_keylist) |
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171 | { |
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172 | |||
173 | if(GlobalUtil::_FeatureCountThreshold <= 0 || _existing_keypoints) return; |
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174 | ///////////////////////////////////////////////////////////////
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175 | //skip the lowest levels to reduce number of features.
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176 | |||
177 | if(GlobalUtil::_TruncateMethod == 2) |
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178 | { |
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179 | int i = 0, new_feature_num = 0, level_num = param._dog_level_num * _octave_num; |
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180 | for(; new_feature_num < _FeatureCountThreshold && i < level_num; ++i) new_feature_num += _levelFeatureNum[i];
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181 | for(; i < level_num; ++i) _levelFeatureNum[i] = 0; |
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182 | |||
183 | if(new_feature_num < _featureNum)
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184 | { |
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185 | _featureNum = new_feature_num; |
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186 | if(GlobalUtil::_verbose )
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187 | { |
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188 | std::cout<<"#Features Reduced:\t"<<_featureNum<<endl;
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189 | } |
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190 | } |
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191 | }else
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192 | { |
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193 | int i = 0, num_to_erase = 0; |
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194 | while(_featureNum - _levelFeatureNum[i] > _FeatureCountThreshold)
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195 | { |
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196 | num_to_erase += _levelFeatureNum[i]; |
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197 | _featureNum -= _levelFeatureNum[i]; |
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198 | _levelFeatureNum[i++] = 0;
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199 | } |
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200 | if(num_to_erase > 0 && have_keylist) |
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201 | { |
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202 | _keypoint_buffer.erase(_keypoint_buffer.begin(), _keypoint_buffer.begin() + num_to_erase * 4);
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203 | } |
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204 | if(GlobalUtil::_verbose && num_to_erase > 0) |
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205 | { |
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206 | std::cout<<"#Features Reduced:\t"<<_featureNum<<endl;
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207 | } |
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208 | } |
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209 | |||
210 | |||
211 | } |
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212 | |||
213 | void SiftPyramid::PrepareBuffer()
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214 | { |
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215 | //when there is no existing keypoint list, the feature list need to be downloaded
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216 | //when an existing keypoint list does not have orientaiton, we need to download them again.
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217 | if(!(_existing_keypoints & SIFT_SKIP_ORIENTATION))
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218 | { |
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219 | //_keypoint_buffer.resize(4 * (_featureNum +align));
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220 | _keypoint_buffer.resize(4 * (_featureNum + GlobalUtil::_texMaxDim)); //11/19/2008 |
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221 | } |
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222 | if(GlobalUtil::_DescriptorPPT)
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223 | { |
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224 | //_descriptor_buffer.resize(128*(_featureNum + align));
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225 | _descriptor_buffer.resize(128 * _featureNum + 16 * GlobalUtil::_texMaxDim);//11/19/2008 |
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226 | } |
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227 | |||
228 | } |
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229 | |||
230 | int SiftPyramid:: GetRequiredOctaveNum(int inputsz) |
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231 | { |
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232 | //[2 ^ i, 2 ^ (i + 1)) -> i - 3...
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233 | //768 in [2^9, 2^10) -> 6 -> smallest will be 768 / 32 = 24
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234 | int num = (int) floor (log ( inputsz * 2.0 / GlobalUtil::_texMinDim )/log(2.0)); |
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235 | return num <= 0 ? 1 : num; |
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236 | } |
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237 | |||
238 | void SiftPyramid::CopyFeatureVector(float*keys, float *descriptors) |
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239 | { |
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240 | if(keys) memcpy(keys, &_keypoint_buffer[0], 4*_featureNum*sizeof(float)); |
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241 | if(descriptors) memcpy(descriptors, &_descriptor_buffer[0], 128*_featureNum*sizeof(float)); |
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242 | } |
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243 | |||
244 | void SiftPyramid:: SetKeypointList(int num, const float * keys, int run_on_current, int skip_orientation) |
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245 | { |
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246 | //for each input keypoint
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247 | //sort the key point list by size, and assign them to corresponding levels
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248 | if(num <=0) return; |
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249 | _featureNum = num; |
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250 | ///copy the keypoints
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251 | _keypoint_buffer.resize(num * 4);
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252 | memcpy(&_keypoint_buffer[0], keys, 4 * num * sizeof(float)); |
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253 | //location and scale can be skipped
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254 | _existing_keypoints = SIFT_SKIP_DETECTION; |
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255 | //filtering is skipped if it is running on the same image
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256 | if(run_on_current) _existing_keypoints |= SIFT_SKIP_FILTERING;
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257 | //orientation can be skipped if specified
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258 | if(skip_orientation) _existing_keypoints |= SIFT_SKIP_ORIENTATION;
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259 | //hacking parameter for using rectangle description mode
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260 | if(skip_orientation == -1) _existing_keypoints |= SIFT_RECT_DESCRIPTION; |
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261 | } |
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262 | |||
263 | |||
264 | void SiftPyramid::SaveSIFT(const char * szFileName) |
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265 | { |
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266 | if (_featureNum <=0) return; |
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267 | float * pk = &_keypoint_buffer[0]; |
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268 | |||
269 | if(GlobalUtil::_BinarySIFT)
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270 | { |
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271 | std::ofstream out(szFileName, ios::binary); |
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272 | out.write((char* )(&_featureNum), sizeof(int)); |
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273 | |||
274 | if(GlobalUtil::_DescriptorPPT)
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275 | { |
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276 | int dim = 128; |
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277 | out.write((char* )(&dim), sizeof(int)); |
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278 | float * pd = &_descriptor_buffer[0] ; |
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279 | for(int i = 0; i < _featureNum; i++, pk+=4, pd +=128) |
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280 | { |
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281 | out.write((char* )(pk +1), sizeof(float)); |
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282 | out.write((char* )(pk), sizeof(float)); |
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283 | out.write((char* )(pk+2), 2 * sizeof(float)); |
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284 | out.write((char* )(pd), 128 * sizeof(float)); |
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285 | } |
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286 | }else
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287 | { |
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288 | int dim = 0; |
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289 | out.write((char* )(&dim), sizeof(int)); |
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290 | for(int i = 0; i < _featureNum; i++, pk+=4) |
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291 | { |
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292 | out.write((char* )(pk +1), sizeof(float)); |
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293 | out.write((char* )(pk), sizeof(float)); |
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294 | out.write((char* )(pk+2), 2 * sizeof(float)); |
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295 | } |
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296 | } |
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297 | }else
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298 | { |
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299 | std::ofstream out(szFileName); |
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300 | out.flags(ios::fixed); |
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301 | |||
302 | if(GlobalUtil::_DescriptorPPT)
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303 | { |
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304 | float * pd = &_descriptor_buffer[0] ; |
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305 | out<<_featureNum<<" 128"<<endl;
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306 | |||
307 | for(int i = 0; i < _featureNum; i++) |
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308 | { |
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309 | //in y, x, scale, orientation order
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310 | out<<setprecision(2) << pk[1]<<" "<<setprecision(2) << pk[0]<<" " |
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311 | <<setprecision(3) << pk[2]<<" " <<setprecision(3) << pk[3]<< endl; |
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312 | |||
313 | ////out << setprecision(12) << pk[1] << " " << pk[0] << " " << pk[2] << " " << pk[3] << endl;
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314 | pk+=4;
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315 | for(int k = 0; k < 128; k ++, pd++) |
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316 | { |
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317 | if(GlobalUtil::_NormalizedSIFT)
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318 | out<< ((unsigned int)floor(0.5+512.0f*(*pd)))<<" "; |
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319 | else
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320 | out << setprecision(8) << pd[0] << " "; |
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321 | |||
322 | if ( (k+1)%20 == 0 ) out<<endl; //suggested by Martin Schneider |
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323 | |||
324 | } |
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325 | out<<endl; |
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326 | |||
327 | } |
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328 | |||
329 | }else
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330 | { |
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331 | out<<_featureNum<<" 0"<<endl;
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332 | for(int i = 0; i < _featureNum; i++, pk+=4) |
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333 | { |
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334 | out<<pk[1]<<" "<<pk[0]<<" "<<pk[2]<<" " << pk[3]<<endl; |
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335 | } |
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336 | } |
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337 | } |
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338 | } |
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339 | |||
340 | #ifdef DEBUG_SIFTGPU
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341 | void SiftPyramid::BeginDEBUG(const char *imagepath) |
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342 | { |
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343 | if(imagepath && imagepath[0]) |
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344 | { |
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345 | strcpy(_debug_path, imagepath); |
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346 | strcat(_debug_path, ".debug");
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347 | }else
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348 | { |
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349 | strcpy(_debug_path, ".debug");
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350 | } |
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351 | |||
352 | mkdir(_debug_path); |
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353 | chmod(_debug_path, _S_IREAD | _S_IWRITE); |
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354 | } |
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355 | |||
356 | void SiftPyramid::StopDEBUG()
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357 | { |
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358 | _debug_path[0] = 0; |
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359 | } |
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360 | |||
361 | |||
362 | void SiftPyramid::WriteTextureForDEBUG(GLTexImage * tex, const char *namet, ...) |
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363 | { |
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364 | char name[_MAX_PATH];
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365 | char * p = name, * ps = _debug_path;
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366 | while(*ps) *p++ = *ps ++;
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367 | *p++ = '/';
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368 | va_list marker; |
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369 | va_start(marker, namet); |
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370 | vsprintf(p, namet, marker); |
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371 | va_end(marker); |
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372 | unsigned int imID; |
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373 | int width = tex->GetImgWidth();
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374 | int height = tex->GetImgHeight();
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375 | float* buffer1 = new float[ width * height * 4]; |
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376 | float* buffer2 = new float[ width * height * 4]; |
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377 | |||
378 | //read data back
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379 | glReadBuffer(GL_COLOR_ATTACHMENT0_EXT); |
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380 | tex->AttachToFBO(0);
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381 | tex->FitTexViewPort(); |
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382 | glReadPixels(0, 0, width, height, GL_RGBA , GL_FLOAT, buffer1); |
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383 | |||
384 | //Tiffs saved with IL are flipped
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385 | for(int i = 0; i < height; i++) |
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386 | { |
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387 | memcpy(buffer2 + i * width * 4,
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388 | buffer1 + (height - i - 1) * width * 4, |
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389 | width * 4 * sizeof(float)); |
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390 | } |
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391 | |||
392 | //save data as floating point tiff file
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393 | ilGenImages(1, &imID);
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394 | ilBindImage(imID); |
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395 | ilEnable(IL_FILE_OVERWRITE); |
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396 | ilTexImage(width, height, 1, 4, IL_RGBA, IL_FLOAT, buffer2); |
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397 | ilSave(IL_TIF, name); |
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398 | ilDeleteImages(1, &imID);
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399 | |||
400 | delete buffer1;
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401 | delete buffer2;
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402 | glReadBuffer(GL_NONE); |
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403 | } |
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404 | |||
405 | |||
406 | #endif |