1 | #include <stdlib.h> |
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2 | #include <float.h> |
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3 | #include <math.h> |
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4 | #include <limits.h> |
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5 | #include <string.h> |
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6 | #include <stdio.h> |
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7 | #include "GradientFilter.h" |
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8 | |
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9 | #ifndef SQR |
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10 | #define SQR(a) ((a) * (a)) |
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11 | #endif |
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12 | |
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13 | #define GRADIENTS_EXT ".grd" |
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14 | int g_numOfSlices[3] = { 256, 256, 256 }; |
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15 | void* g_volData = 0; |
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16 | float g_sliceDists[3]; |
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17 | |
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18 | #define SOBEL 1 |
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19 | #define GRAD_FILTER_SIZE 5 |
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20 | #define SIGMA2 5.0 |
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21 | #define MAX(a,b) ((a) > (b) ? (a) : (b)) |
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22 | #define MIN(a,b) ((a) < (b) ? (a) : (b)) |
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23 | #define EPS 1e-5f |
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24 | |
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25 | static char *getFloatGradientsFilename(void) |
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26 | { |
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27 | char floatExt[] = "_float"; |
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28 | char *filename; |
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29 | |
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30 | /* |
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31 | if (! (filename = (char *)malloc(strlen(g.basename) + |
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32 | strlen(floatExt) + |
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33 | strlen(GRADIENTS_EXT) + 1))) { |
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34 | */ |
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35 | if (! (filename = (char *)malloc(strlen("base") + |
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36 | strlen(floatExt) + |
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37 | strlen(GRADIENTS_EXT) + 1))) { |
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38 | fprintf(stderr, "not enough memory for filename\n"); |
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39 | exit(1); |
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40 | } |
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41 | |
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42 | //strcpy(filename, g.basename); |
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43 | strcpy(filename, "base"); |
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44 | |
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45 | strcat(filename, floatExt); |
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46 | strcat(filename, GRADIENTS_EXT); |
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47 | |
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48 | return filename; |
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49 | } |
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50 | |
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51 | |
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52 | static void saveFloatGradients(float *gradients, int *sizes) |
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53 | { |
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54 | char *filename; |
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55 | FILE *fp; |
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56 | |
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57 | filename = getFloatGradientsFilename(); |
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58 | if (! (fp = fopen(filename, "wb"))) { |
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59 | perror("cannot open gradients file for writing"); |
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60 | exit(1); |
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61 | } |
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62 | |
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63 | if (fwrite(gradients, 3 * sizes[0] * sizes[1] * sizes[2] * sizeof(float), |
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64 | 1, fp) != 1) { |
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65 | fprintf(stderr, "writing float gradients failed\n"); |
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66 | exit(1); |
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67 | } |
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68 | |
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69 | fclose(fp); |
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70 | } |
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71 | |
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72 | |
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73 | int getNextPowerOfTwo(int n) |
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74 | { |
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75 | int i; |
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76 | |
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77 | i = 1; |
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78 | while (i < n) { |
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79 | i *= 2; |
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80 | } |
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81 | |
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82 | return i; |
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83 | } |
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84 | |
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85 | static unsigned char getVoxel8(int x, int y, int z) |
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86 | { |
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87 | return ((unsigned char*)g_volData)[z * g_numOfSlices[0] * g_numOfSlices[1] + |
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88 | y * g_numOfSlices[0] + |
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89 | x]; |
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90 | } |
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91 | |
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92 | static unsigned short getVoxel16(int x, int y, int z) |
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93 | { |
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94 | return ((unsigned short*)g_volData)[z * g_numOfSlices[0] * g_numOfSlices[1] + |
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95 | y * g_numOfSlices[0] + |
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96 | x]; |
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97 | } |
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98 | |
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99 | static unsigned char getVoxelFloat(int x, int y, int z) |
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100 | { |
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101 | return ((float*)g_volData)[z * g_numOfSlices[0] * g_numOfSlices[1] + |
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102 | y * g_numOfSlices[0] + |
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103 | x]; |
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104 | } |
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105 | |
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106 | static float getVoxel(int x, int y, int z, DataType dataType) |
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107 | { |
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108 | switch (dataType) { |
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109 | case DATRAW_UCHAR: |
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110 | return (float)getVoxel8(x, y, z); |
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111 | break; |
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112 | case DATRAW_USHORT: |
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113 | return (float)getVoxel16(x, y, z); |
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114 | break; |
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115 | case DATRAW_FLOAT : |
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116 | return (float)getVoxelFloat(x, y, z); |
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117 | break; |
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118 | default: |
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119 | fprintf(stderr, "Unsupported data type\n"); |
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120 | exit(1); |
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121 | break; |
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122 | } |
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123 | return 0.0; |
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124 | } |
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125 | |
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126 | |
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127 | void computeGradients(float *gradients, void* volData, int *sizes, DataType dataType) |
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128 | { |
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129 | ::g_volData = volData; |
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130 | g_numOfSlices[0] = sizes[0]; |
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131 | g_numOfSlices[1] = sizes[1]; |
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132 | g_numOfSlices[2] = sizes[2]; |
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133 | |
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134 | g_sliceDists[0] = 1.0f / sizes[0]; |
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135 | g_sliceDists[1] = 1.0f / sizes[1]; |
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136 | g_sliceDists[2] = 1.0f / sizes[2]; |
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137 | |
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138 | int i, j, k, dir, di, vdi, idz, idy, idx; |
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139 | float *gp; |
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140 | |
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141 | static int weights[][3][3][3] = { |
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142 | {{{-1, -3, -1}, |
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143 | {-3, -6, -3}, |
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144 | {-1, -3, -1}}, |
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145 | {{ 0, 0, 0}, |
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146 | { 0, 0, 0}, |
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147 | { 0, 0, 0}}, |
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148 | {{ 1, 3, 1}, |
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149 | { 3, 6, 3}, |
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150 | { 1, 3, 1}}}, |
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151 | {{{-1, -3, -1}, |
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152 | { 0, 0, 0}, |
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153 | { 1, 3, 1}}, |
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154 | {{-3, -6, -3}, |
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155 | { 0, 0, 0}, |
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156 | { 3, 6, 3}}, |
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157 | {{-1, -3, -1}, |
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158 | { 0, 0, 0}, |
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159 | { 1, 3, 1}}}, |
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160 | {{{-1, 0, 1}, |
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161 | {-3, 0, 3}, |
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162 | {-1, 0, 1}}, |
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163 | {{-3, 0, 3}, |
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164 | {-6, 0, 6}, |
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165 | {-3, 0, 3}}, |
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166 | {{-1, 0, 1}, |
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167 | {-3, 0, 3}, |
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168 | {-1, 0, 1}}} |
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169 | }; |
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170 | |
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171 | fprintf(stderr, "computing gradients ... may take a while\n"); |
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172 | |
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173 | di = 0; |
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174 | vdi = 0; |
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175 | gp = gradients; |
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176 | for (idz = 0; idz < sizes[2]; idz++) { |
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177 | for (idy = 0; idy < sizes[1]; idy++) { |
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178 | for (idx = 0; idx < sizes[0]; idx++) { |
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179 | #if SOBEL == 1 |
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180 | if (idx > 0 && idx < sizes[0] - 1 && |
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181 | idy > 0 && idy < sizes[1] - 1 && |
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182 | idz > 0 && idz < sizes[2] - 1) { |
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183 | |
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184 | for (dir = 0; dir < 3; dir++) { |
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185 | gp[dir] = 0.0; |
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186 | for (i = -1; i < 2; i++) { |
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187 | for (j = -1; j < 2; j++) { |
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188 | for (k = -1; k < 2; k++) { |
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189 | gp[dir] += weights[dir][i + 1] |
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190 | [j + 1] |
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191 | [k + 1] * |
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192 | getVoxel(idx + i, |
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193 | idy + j, |
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194 | idz + k, |
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195 | dataType); |
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196 | } |
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197 | } |
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198 | } |
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199 | |
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200 | gp[dir] /= 2.0 * g_sliceDists[dir]; |
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201 | } |
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202 | } else { |
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203 | /* X-direction */ |
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204 | if (idx < 1) { |
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205 | gp[0] = (getVoxel(idx + 1, idy, idz, dataType) - |
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206 | getVoxel(idx, idy, idz, dataType))/ |
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207 | (g_sliceDists[0]); |
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208 | } else { |
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209 | gp[0] = (getVoxel(idx, idy, idz, dataType) - |
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210 | getVoxel(idx - 1, idy, idz, dataType))/ |
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211 | (g_sliceDists[0]); |
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212 | } |
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213 | |
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214 | /* Y-direction */ |
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215 | if (idy < 1) { |
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216 | gp[1] = (getVoxel(idx, idy + 1, idz, dataType) - |
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217 | getVoxel(idx, idy, idz, dataType))/ |
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218 | (g_sliceDists[1]); |
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219 | } else { |
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220 | gp[1] = (getVoxel(idx, idy, idz, dataType) - |
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221 | getVoxel(idx, idy - 1, idz, dataType))/ |
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222 | (g_sliceDists[1]); |
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223 | } |
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224 | |
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225 | /* Z-direction */ |
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226 | if (idz < 1) { |
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227 | gp[2] = (getVoxel(idx, idy, idz + 1, dataType) - |
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228 | getVoxel(idx, idy, idz, dataType))/ |
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229 | (g_sliceDists[2]); |
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230 | } else { |
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231 | gp[2] = (getVoxel(idx, idy, idz, dataType) - |
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232 | getVoxel(idx, idy, idz - 1, dataType))/ |
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233 | (g_sliceDists[2]); |
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234 | } |
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235 | } |
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236 | #else |
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237 | /* X-direction */ |
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238 | if (idx < 1) { |
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239 | gp[0] = (getVoxel(idx + 1, idy, idz, dataType) - |
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240 | getVoxel(idx, idy, idz, dataType))/ |
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241 | (g_sliceDists[0]); |
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242 | } else if (idx > g_numOfSlices[0] - 1) { |
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243 | gp[0] = (getVoxel(idx, idy, idz, dataType) - |
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244 | getVoxel(idx - 1, idy, idz, dataType))/ |
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245 | (g_sliceDists[0]); |
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246 | } else { |
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247 | gp[0] = (getVoxel(idx + 1, idy, idz, dataType) - |
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248 | getVoxel(idx - 1, idy, idz, dataType))/ |
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249 | (2.0 * g_sliceDists[0]); |
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250 | } |
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251 | |
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252 | /* Y-direction */ |
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253 | if (idy < 1) { |
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254 | gp[1] = (getVoxel(idx, idy + 1, idz, dataType) - |
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255 | getVoxel(idx, idy, idz, dataType))/ |
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256 | (g_sliceDists[1]); |
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257 | } else if (idy > g_numOfSlices[1] - 1) { |
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258 | gp[1] = (getVoxel(idx, idy, idz, dataType) - |
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259 | getVoxel(idx, idy - 1, idz, dataType))/ |
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260 | (g_sliceDists[1]); |
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261 | } else { |
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262 | gp[1] = (getVoxel(idx, idy + 1, idz, dataType) - |
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263 | getVoxel(idx, idy - 1, idz, dataType))/ |
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264 | (2.0 * g_sliceDists[1]); |
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265 | } |
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266 | |
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267 | /* Z-direction */ |
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268 | if (idz < 1) { |
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269 | gp[2] = (getVoxel(idx, idy, idz + 1, dataType) - |
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270 | getVoxel(idx, idy, idz, dataType))/ |
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271 | (g_sliceDists[2]); |
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272 | } else if (idz > g_numOfSlices[2] - 1) { |
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273 | gp[2] = (getVoxel(idx, idy, idz, dataType) - |
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274 | getVoxel(idx, idy, idz - 1, dataType))/ |
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275 | (g_sliceDists[2]); |
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276 | } else { |
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277 | gp[2] = (getVoxel(idx, idy, idz + 1, dataType) - |
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278 | getVoxel(idx, idy, idz - 1, dataType))/ |
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279 | (2.0 * g_sliceDists[2]); |
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280 | } |
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281 | #endif |
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282 | gp += 3; |
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283 | } |
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284 | } |
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285 | } |
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286 | |
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287 | } |
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288 | |
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289 | void filterGradients(float *gradients, int *sizes) |
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290 | { |
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291 | int i, j, k, idz, idy, idx, gi, ogi, filterWidth, n, borderDist[3]; |
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292 | float sum, *filteredGradients, ****filter; |
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293 | |
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294 | fprintf(stderr, "filtering gradients ... may also take a while\n"); |
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295 | |
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296 | if (! (filteredGradients = (float *)malloc(sizes[0] * sizes[1] * sizes[2] |
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297 | * 3 * sizeof(float)))) { |
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298 | fprintf(stderr, "not enough memory for filtered gradients\n"); |
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299 | exit(1); |
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300 | } |
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301 | |
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302 | /* Allocate storage for filter kernels */ |
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303 | if (! (filter = (float ****)malloc((GRAD_FILTER_SIZE/2 + 1) * |
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304 | sizeof(float ***)))) { |
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305 | fprintf(stderr, "failed to allocate gradient filter\n"); |
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306 | exit(1); |
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307 | } |
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308 | |
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309 | for (i = 0; i < GRAD_FILTER_SIZE/2 + 1; i++) { |
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310 | if (! (filter[i] = (float ***)malloc((GRAD_FILTER_SIZE) * |
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311 | sizeof(float **)))) { |
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312 | fprintf(stderr, "failed to allocate gradient filter\n"); |
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313 | exit(1); |
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314 | } |
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315 | } |
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316 | for (i = 0; i < GRAD_FILTER_SIZE/2 + 1; i++) { |
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317 | for (j = 0; j < GRAD_FILTER_SIZE; j++) { |
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318 | if (! (filter[i][j] = (float **)malloc((GRAD_FILTER_SIZE) * |
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319 | sizeof(float *)))) { |
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320 | fprintf(stderr, "failed to allocate gradient filter\n"); |
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321 | exit(1); |
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322 | } |
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323 | } |
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324 | } |
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325 | for (i = 0; i < GRAD_FILTER_SIZE/2 + 1; i++) { |
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326 | for (j = 0; j < GRAD_FILTER_SIZE; j++) { |
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327 | for (k = 0; k < GRAD_FILTER_SIZE; k++) { |
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328 | if (! (filter[i][j][k] = (float *)malloc((GRAD_FILTER_SIZE) * |
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329 | sizeof(float)))) { |
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330 | fprintf(stderr, "failed to allocate gradient filter\n"); |
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331 | exit(1); |
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332 | } |
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333 | } |
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334 | } |
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335 | } |
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336 | |
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337 | filterWidth = GRAD_FILTER_SIZE/2; |
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338 | |
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339 | /* Compute the filter kernels */ |
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340 | for (n = 0; n <= filterWidth; n++) { |
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341 | sum = 0.0f; |
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342 | for (k = -filterWidth; k <= filterWidth; k++) { |
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343 | for (j = -filterWidth; j <= filterWidth; j++) { |
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344 | for (i = -filterWidth; i <= filterWidth; i++) { |
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345 | sum += (filter[n][filterWidth + k] |
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346 | [filterWidth + j] |
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347 | [filterWidth + i] = |
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348 | exp(-(SQR(i) + SQR(j) + SQR(k)) / SIGMA2)); |
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349 | } |
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350 | } |
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351 | } |
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352 | for (k = -filterWidth; k <= filterWidth; k++) { |
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353 | for (j = -filterWidth; j <= filterWidth; j++) { |
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354 | for (i = -filterWidth; i <= filterWidth; i++) { |
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355 | filter[n][filterWidth + k] |
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356 | [filterWidth + j] |
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357 | [filterWidth + i] /= sum; |
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358 | } |
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359 | } |
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360 | } |
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361 | } |
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362 | |
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363 | gi = 0; |
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364 | /* Filter the gradients */ |
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365 | for (idz = 0; idz < sizes[2]; idz++) { |
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366 | for (idy = 0; idy < sizes[1]; idy++) { |
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367 | for (idx = 0; idx < sizes[0]; idx++) { |
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368 | borderDist[0] = MIN(idx, sizes[0] - idx - 1); |
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369 | borderDist[1] = MIN(idy, sizes[1] - idy - 1); |
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370 | borderDist[2] = MIN(idz, sizes[2] - idz - 1); |
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371 | |
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372 | filterWidth = MIN(GRAD_FILTER_SIZE/2, |
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373 | MIN(MIN(borderDist[0], |
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374 | borderDist[1]), |
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375 | borderDist[2])); |
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376 | |
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377 | for (n = 0; n < 3; n++) { |
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378 | filteredGradients[gi] = 0.0; |
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379 | for (k = -filterWidth; k <= filterWidth; k++) { |
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380 | for (j = -filterWidth; j <= filterWidth; j++) { |
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381 | for (i = -filterWidth; i <= filterWidth; i++) { |
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382 | ogi = (((idz + k) * sizes[1] + (idy + j)) * |
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383 | sizes[0] + (idx + i)) * 3 + |
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384 | n; |
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385 | filteredGradients[gi] += filter[filterWidth] |
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386 | [filterWidth + k] |
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387 | [filterWidth + j] |
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388 | [filterWidth + i] * |
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389 | gradients[ogi]; |
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390 | } |
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391 | } |
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392 | } |
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393 | gi++; |
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394 | } |
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395 | } |
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396 | } |
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397 | } |
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398 | |
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399 | /* Replace the orignal gradients by the filtered gradients */ |
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400 | memcpy(gradients, filteredGradients, |
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401 | sizes[0] * sizes[1] * sizes[2] * 3 * sizeof(float)); |
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402 | |
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403 | free(filteredGradients); |
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404 | |
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405 | /* free storage of filter kernel(s) */ |
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406 | for (i = 0; i < GRAD_FILTER_SIZE/2 + 1; i++) { |
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407 | for (j = 0; j < GRAD_FILTER_SIZE; j++) { |
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408 | for (k = 0; k < GRAD_FILTER_SIZE; k++) { |
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409 | free(filter[i][j][k]); |
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410 | } |
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411 | } |
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412 | } |
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413 | for (i = 0; i < GRAD_FILTER_SIZE/2 + 1; i++) { |
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414 | for (j = 0; j < GRAD_FILTER_SIZE; j++) { |
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415 | free(filter[i][j]); |
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416 | } |
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417 | } |
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418 | for (i = 0; i < GRAD_FILTER_SIZE/2 + 1; i++) { |
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419 | free(filter[i]); |
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420 | } |
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421 | free(filter); |
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422 | } |
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423 | |
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424 | |
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425 | void quantize8(float *grad, unsigned char *data) |
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426 | { |
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427 | float len; |
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428 | int i; |
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429 | |
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430 | len = sqrt(SQR(grad[0]) + SQR(grad[1]) + SQR(grad[2])); |
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431 | |
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432 | if (len < EPS) { |
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433 | grad[0] = grad[1] = grad[2] = 0.0; |
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434 | } else { |
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435 | grad[0] /= len; |
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436 | grad[1] /= len; |
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437 | grad[2] /= len; |
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438 | } |
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439 | |
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440 | for (i = 0; i < 3; i++) { |
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441 | data[i] = (unsigned char)((grad[i] + 1.0)/2.0 * UCHAR_MAX); |
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442 | } |
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443 | } |
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444 | |
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445 | void quantize16(float *grad, unsigned short *data) |
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446 | { |
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447 | float len; |
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448 | int i; |
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449 | |
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450 | len = sqrt(SQR(grad[0]) + SQR(grad[1]) + SQR(grad[2])); |
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451 | |
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452 | if (len < EPS) { |
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453 | grad[0] = grad[1] = grad[2] = 0.0; |
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454 | } else { |
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455 | grad[0] /= len; |
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456 | grad[1] /= len; |
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457 | grad[2] /= len; |
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458 | } |
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459 | |
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460 | for (i = 0; i < 3; i++) { |
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461 | data[i] = (unsigned short)((grad[i] + 1.0)/2.0 * USHRT_MAX); |
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462 | } |
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463 | } |
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464 | |
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465 | void quantizeFloat(float *grad, float *data) |
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466 | { |
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467 | float len; |
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468 | int i; |
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469 | |
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470 | len = sqrt(SQR(grad[0]) + SQR(grad[1]) + SQR(grad[2])); |
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471 | |
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472 | if (len < EPS) { |
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473 | grad[0] = grad[1] = grad[2] = 0.0; |
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474 | } else { |
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475 | grad[0] /= len; |
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476 | grad[1] /= len; |
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477 | grad[2] /= len; |
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478 | } |
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479 | |
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480 | for (i = 0; i < 3; i++) { |
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481 | data[i] = (float)((grad[i] + 1.0)/2.0); |
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482 | } |
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483 | } |
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484 | |
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485 | void quantizeGradients(float *gradientsIn, void *gradientsOut, |
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486 | int *sizes, DataType dataType) |
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487 | { |
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488 | |
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489 | int idx, idy, idz, di; |
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490 | |
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491 | di = 0; |
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492 | for (idz = 0; idz < sizes[2]; idz++) { |
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493 | for (idy = 0; idy < sizes[1]; idy++) { |
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494 | for (idx = 0; idx < sizes[0]; idx++) { |
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495 | switch (dataType) { |
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496 | case DATRAW_UCHAR: |
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497 | quantize8(&gradientsIn[di], |
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498 | &((unsigned char*)gradientsOut)[di]); |
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499 | break; |
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500 | case DATRAW_USHORT: |
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501 | quantize16(&gradientsIn[di], |
---|
502 | &((unsigned short*)gradientsOut)[di]); |
---|
503 | break; |
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504 | case DATRAW_FLOAT: |
---|
505 | quantizeFloat(&gradientsIn[di], |
---|
506 | &((float*)gradientsOut)[di]); |
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507 | break; |
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508 | default: |
---|
509 | fprintf(stderr, "unsupported data type\n"); |
---|
510 | break; |
---|
511 | } |
---|
512 | di += 3; |
---|
513 | } |
---|
514 | } |
---|
515 | } |
---|
516 | } |
---|
517 | /* |
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518 | |
---|
519 | void saveGradients(void *gradients, int *sizes, DataType dataType) |
---|
520 | { |
---|
521 | char *filename; |
---|
522 | int size; |
---|
523 | FILE *fp; |
---|
524 | |
---|
525 | filename = getGradientsFilename(); |
---|
526 | if (! (fp = fopen(filename, "wb"))) { |
---|
527 | perror("cannot open gradients file for writing"); |
---|
528 | exit(1); |
---|
529 | } |
---|
530 | |
---|
531 | size = 3 * sizes[0] * sizes[1] * sizes[2] |
---|
532 | * getDataTypeSize(dataType); |
---|
533 | |
---|
534 | if (fwrite(gradients, size, 1, fp) != 1) { |
---|
535 | fprintf(stderr, "writing gradients failed\n"); |
---|
536 | exit(1); |
---|
537 | } |
---|
538 | |
---|
539 | fclose(fp); |
---|
540 | } |
---|
541 | */ |
---|