[4] | 1 | /********************************************************************************
|
---|
| 2 | * Volatile - Volume Visualization Software for SAGE
|
---|
| 3 | * Copyright (C) 2004 Electronic Visualization Laboratory,
|
---|
| 4 | * University of Illinois at Chicago
|
---|
| 5 | *
|
---|
| 6 | * All rights reserved.
|
---|
| 7 | *
|
---|
| 8 | * Redistribution and use in source and binary forms, with or without
|
---|
| 9 | * modification, are permitted provided that the following conditions are met:
|
---|
| 10 | *
|
---|
| 11 | * * Redistributions of source code must retain the above copyright
|
---|
| 12 | * notice, this list of conditions and the following disclaimer.
|
---|
| 13 | * * Redistributions in binary form must reproduce the above
|
---|
| 14 | * copyright notice, this list of conditions and the following disclaimer
|
---|
| 15 | * in the documentation and/or other materials provided with the distribution.
|
---|
| 16 | * * Neither the name of the University of Illinois at Chicago nor
|
---|
| 17 | * the names of its contributors may be used to endorse or promote
|
---|
| 18 | * products derived from this software without specific prior written permission.
|
---|
| 19 | *
|
---|
| 20 | * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
|
---|
| 21 | * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
|
---|
| 22 | * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
|
---|
| 23 | * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR
|
---|
| 24 | * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
|
---|
| 25 | * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
|
---|
| 26 | * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
|
---|
| 27 | * PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
|
---|
| 28 | * LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
|
---|
| 29 | * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
|
---|
| 30 | * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
---|
| 31 | *
|
---|
| 32 | * Direct questions, comments etc about Volatile to www.evl.uic.edu/cavern/forum
|
---|
| 33 | *********************************************************************************/
|
---|
| 34 |
|
---|
| 35 | #ifndef _CALCULUS_h
|
---|
| 36 | #define _CALCULUS_h
|
---|
| 37 | //======================== calculus ===================================
|
---|
| 38 |
|
---|
| 39 | //standard scalar derivative measure
|
---|
| 40 | inline derivative3D(unsigned char *magV1,
|
---|
| 41 | float *gradV3,
|
---|
| 42 | const int sx, const int sy, const int sz,
|
---|
| 43 | const unsigned char *dat)
|
---|
| 44 | {
|
---|
| 45 | float *tmp = new float[sx*sy*sz];
|
---|
| 46 | float maxm = 0;
|
---|
| 47 | for(int i = 0; i < sz; ++i){
|
---|
| 48 | for(int j = 0; j < (sy); ++j){
|
---|
| 49 | for(int k = 0; k < (sx); ++k){
|
---|
| 50 | if((k<2)||(k>sx-3)||(j<2)||(j>sy-3)||(i<2)||(i>sz-3)){
|
---|
| 51 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = 0;
|
---|
| 52 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = 0;
|
---|
| 53 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = 0;
|
---|
| 54 | tmp[i*sx*sy + j*sx + k] = 0;
|
---|
| 55 | }
|
---|
| 56 | else {
|
---|
| 57 | int dx = dat[i*sx*sy + j*sx + (k+1)] - dat[i*sx*sy + j*sx + (k-1)];
|
---|
| 58 | int dy = dat[i*sx*sy + (j+1)*sx + k] - dat[i*sx*sy + (j-1)*sx + k];
|
---|
| 59 | int dz = dat[(i+1)*sx*sy + j*sx + k] - dat[(i-1)*sx*sy + j*sx + k];
|
---|
| 60 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = (float)dx;
|
---|
| 61 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = (float)dy;
|
---|
| 62 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = (float)dz;
|
---|
| 63 | tmp[i*sx*sy + j*sx + k] = (float)sqrt(dx*dx + dy*dy + dz*dz);
|
---|
| 64 | maxm = maxm < tmp[i*sx*sy + j*sx + k] ? tmp[i*sx*sy + j*sx + k] : maxm;
|
---|
| 65 | }
|
---|
| 66 | }
|
---|
| 67 | }
|
---|
| 68 | }
|
---|
| 69 | for( i = 0; i < sz; ++i){
|
---|
| 70 | for(int j = 0; j < sy; ++j){
|
---|
| 71 | for(int k = 0; k < sx; ++k){
|
---|
| 72 | magV1[i*sx*sy + j*sx + k] = (unsigned char)((tmp[i*sx*sy + j*sx + k]/maxm)*255);
|
---|
| 73 | }
|
---|
| 74 | }
|
---|
| 75 | }
|
---|
| 76 | delete[] tmp;
|
---|
| 77 | }
|
---|
| 78 |
|
---|
| 79 |
|
---|
| 80 | //standard scalar derivative measure - vgh volume (value grad hessian)
|
---|
| 81 | inline derivative3DVGH(float *gradV3,
|
---|
| 82 | const int sx, const int sy, const int sz,
|
---|
| 83 | const unsigned char *dat)
|
---|
| 84 | {
|
---|
| 85 | //cerr << "hi!!!!!!!!!! " << sz << " " << sy << " " << sx << endl;
|
---|
| 86 | for(int i = 0; i < sz; ++i){
|
---|
| 87 | for(int j = 0; j < (sy); ++j){
|
---|
| 88 | for(int k = 0; k < (sx); ++k){
|
---|
| 89 | if((k<1)||(k>sx-2)||(j<1)||(j>sy-2)||(i<1)||(i>sz-2)){
|
---|
| 90 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = 0;
|
---|
| 91 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = 0;
|
---|
| 92 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = 0;
|
---|
| 93 | }
|
---|
| 94 | else {
|
---|
| 95 | int dx = dat[i*sx*sy*3 + j*sx*3 +(k+1)*3] - dat[i*sx*sy*3 + j*sx*3 + (k-1)*3];
|
---|
| 96 | int dy = dat[i*sx*sy*3 + (j+1)*sx*3 + k*3] - dat[i*sx*sy*3 + (j-1)*sx*3 + k*3];
|
---|
| 97 | int dz = dat[(i+1)*sx*sy*3 + j*sx*3 + k*3] - dat[(i-1)*sx*sy*3 + j*sx*3 + k*3];
|
---|
| 98 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = (float)dx;
|
---|
| 99 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = (float)dy;
|
---|
| 100 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = (float)dz;
|
---|
| 101 | }
|
---|
| 102 | }
|
---|
| 103 | }
|
---|
| 104 | }
|
---|
| 105 | }
|
---|
| 106 |
|
---|
| 107 | inline void addDer(unsigned char *magV1, float *gradV3,
|
---|
| 108 | const int sx, const int sy, const int sz,
|
---|
| 109 | const unsigned char *dat1, const unsigned char *dat2)
|
---|
| 110 | {
|
---|
| 111 | float *tmp = new float[sx*sy*sz];
|
---|
| 112 | float maxm = 0;
|
---|
| 113 | for(int i = 0; i < sz; ++i){
|
---|
| 114 | for(int j = 0; j < (sy); ++j){
|
---|
| 115 | for(int k = 0; k < (sx); ++k){
|
---|
| 116 | if((k<2)||(k>sx-3)||(j<2)||(j>sy-3)||(i<2)||(i>sz-3)){
|
---|
| 117 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = 0;
|
---|
| 118 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = 0;
|
---|
| 119 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = 0;
|
---|
| 120 | tmp[i*sx*sy + j*sx + k] = 0;
|
---|
| 121 | }
|
---|
| 122 | else {
|
---|
| 123 | int dx1 = dat1[i*sx*sy + j*sx + (k+1)] - dat1[i*sx*sy + j*sx + (k-1)];
|
---|
| 124 | int dy1 = dat1[i*sx*sy + (j+1)*sx + k] - dat1[i*sx*sy + (j-1)*sx + k];
|
---|
| 125 | int dz1 = dat1[(i+1)*sx*sy + j*sx + k] - dat1[(i-1)*sx*sy + j*sx + k];
|
---|
| 126 |
|
---|
| 127 | int dx2 = dat2[i*sx*sy + j*sx + (k+1)] - dat2[i*sx*sy + j*sx + (k-1)];
|
---|
| 128 | int dy2 = dat2[i*sx*sy + (j+1)*sx + k] - dat2[i*sx*sy + (j-1)*sx + k];
|
---|
| 129 | int dz2 = dat2[(i+1)*sx*sy + j*sx + k] - dat2[(i-1)*sx*sy + j*sx + k];
|
---|
| 130 |
|
---|
| 131 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = (float)(dx1 + dx2);
|
---|
| 132 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = (float)(dy1 + dy2);
|
---|
| 133 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = (float)(dz1 + dz2);
|
---|
| 134 | tmp[i*sx*sy + j*sx + k] = (float)sqrt((dx1+dx2)*(dx1+dx2) + (dy1+dy2)*(dy1+dy2) + (dz1+dz2)*(dz1+dz2));
|
---|
| 135 | maxm = maxm < tmp[i*sx*sy + j*sx + k] ? tmp[i*sx*sy + j*sx + k] : maxm;
|
---|
| 136 | }
|
---|
| 137 | }
|
---|
| 138 | }
|
---|
| 139 | }
|
---|
| 140 | for( i = 0; i < sz; ++i){
|
---|
| 141 | for(int j = 0; j < sy; ++j){
|
---|
| 142 | for(int k = 0; k < sx; ++k){
|
---|
| 143 | magV1[i*sx*sy + j*sx + k] = (unsigned char)((tmp[i*sx*sy + j*sx + k]/maxm)*255);
|
---|
| 144 | }
|
---|
| 145 | }
|
---|
| 146 | }
|
---|
| 147 | delete[] tmp;
|
---|
| 148 | }
|
---|
| 149 |
|
---|
| 150 | template<class T> //compute an additive gradient
|
---|
| 151 | inline
|
---|
| 152 | int AGradArb(float *gradV3, //put it in here, create your data first
|
---|
| 153 | int sx, int sy, int sz, //size of each axis
|
---|
| 154 | int n, //first n elements of data to compute grad with
|
---|
| 155 | int elts, //number of elements in the data
|
---|
| 156 | T *data) //the data
|
---|
| 157 | {
|
---|
| 158 | #if 0
|
---|
| 159 | T **minmax = new T*[elts];
|
---|
| 160 | for(int e=0; e<elts; ++e){
|
---|
| 161 | minmax[e] = new T[2];
|
---|
| 162 | minmax[e][0] = (T)10000000000;
|
---|
| 163 | minmax[e][1] = (T)-10000000000;
|
---|
| 164 | }
|
---|
| 165 |
|
---|
| 166 | for(int i = 0; i < sz; ++i){
|
---|
| 167 | for(int j = 0; j < (sy); ++j){
|
---|
| 168 | for(int k = 0; k < (sx); ++k){
|
---|
| 169 | for(int e=0; e<n; ++e){
|
---|
| 170 | minmax[e][0] = MIN(data[i*sx*sy*elts + j*sx*elts + (k+1)*elts + e], minmax[e][0]);
|
---|
| 171 | minmax[e][1] = MAX(data[i*sx*sy*elts + j*sx*elts + (k+1)*elts + e], minmax[e][1]);
|
---|
| 172 | }
|
---|
| 173 | }
|
---|
| 174 | }
|
---|
| 175 | }
|
---|
| 176 |
|
---|
| 177 | for(e=0; e<elts; ++e){
|
---|
| 178 | cerr << "Volume " << e << " , min: " << (float)minmax[e][0] << " max: " << (float)minmax[e][1] << endl;
|
---|
| 179 | }
|
---|
| 180 | #endif
|
---|
| 181 |
|
---|
| 182 | for(int i = 0; i < sz; ++i)
|
---|
| 183 | {
|
---|
| 184 | for(int j = 0; j < (sy); ++j)
|
---|
| 185 | {
|
---|
| 186 | for(int k = 0; k < (sx); ++k)
|
---|
| 187 | {
|
---|
| 188 | if((k<1)||(k>sx-2)||(j<1)||(j>sy-2)||(i<1)||(i>sz-2))
|
---|
| 189 | {
|
---|
| 190 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = 0;
|
---|
| 191 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = 0;
|
---|
| 192 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = 0;
|
---|
| 193 | }
|
---|
| 194 | else
|
---|
| 195 | {
|
---|
| 196 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] = 0;
|
---|
| 197 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] = 0;
|
---|
| 198 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] = 0;
|
---|
| 199 | for(int e=0; e<n; ++e)
|
---|
| 200 | {
|
---|
| 201 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0] += data[i*sx*sy*elts + j*sx*elts + (k+1)*elts + e] -
|
---|
| 202 | data[i*sx*sy*elts + j*sx*elts + (k-1)*elts + e];
|
---|
| 203 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1] += data[i*sx*sy*elts + (j+1)*sx*elts + k*elts + e] -
|
---|
| 204 | data[i*sx*sy*elts + (j-1)*sx*elts + k*elts + e];
|
---|
| 205 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2] += data[(i+1)*sx*sy*elts + j*sx*elts + k*elts + e] -
|
---|
| 206 | data[(i-1)*sx*sy*elts + j*sx*elts + k*elts + e];
|
---|
| 207 | }
|
---|
| 208 | }
|
---|
| 209 | }
|
---|
| 210 | }
|
---|
| 211 | }
|
---|
| 212 |
|
---|
| 213 | return 0;
|
---|
| 214 | }
|
---|
| 215 |
|
---|
| 216 | inline
|
---|
| 217 | void GMag(unsigned char *gmag, int sx, int sy, int sz, float *grad){
|
---|
| 218 | float maxm = 0;
|
---|
| 219 | float *tmp = new float[sx*sy*sz];
|
---|
| 220 | for(int i = 0; i < sz; ++i){
|
---|
| 221 | for(int j = 0; j < (sy); ++j){
|
---|
| 222 | for(int k = 0; k < (sx); ++k){
|
---|
| 223 | tmp[i*sx*sy + j*sx + k] = normV3(&grad[i*sx*sy*3 + j*sx*3 + k*3]);
|
---|
| 224 | maxm = MAX(tmp[i*sx*sy + j*sx + k], maxm);
|
---|
| 225 | }
|
---|
| 226 | }
|
---|
| 227 | }
|
---|
| 228 | for(i = 0; i < sz; ++i){
|
---|
| 229 | for(int j = 0; j < (sy); ++j){
|
---|
| 230 | for(int k = 0; k < (sx); ++k){
|
---|
| 231 | gmag[i*sx*sy + j*sx + k] = (unsigned char)(tmp[i*sx*sy + j*sx + k]/maxm * 255.0);
|
---|
| 232 | }
|
---|
| 233 | }
|
---|
| 234 | }
|
---|
| 235 | delete[] tmp;
|
---|
| 236 | }
|
---|
| 237 |
|
---|
| 238 | inline
|
---|
| 239 | void GMagHess(unsigned char *gmag, unsigned char *hess, int sx, int sy, int sz, float *gradV3){
|
---|
| 240 |
|
---|
| 241 | float maxm = 0;
|
---|
| 242 | //find the gradient magnitude and it's max val
|
---|
| 243 | float *tmpg = new float[sx*sy*sz];
|
---|
| 244 | for(int i = 0; i < sz; ++i){
|
---|
| 245 | for(int j = 0; j < (sy); ++j){
|
---|
| 246 | for(int k = 0; k < (sx); ++k){
|
---|
| 247 | tmpg[i*sx*sy + j*sx + k] = normV3(&gradV3[i*sx*sy*3 + j*sx*3 + k*3]);
|
---|
| 248 | maxm = MAX(tmpg[i*sx*sy + j*sx + k], maxm);
|
---|
| 249 | }
|
---|
| 250 | }
|
---|
| 251 | }
|
---|
| 252 |
|
---|
| 253 | float hmax = -100000000;
|
---|
| 254 | float hmin = 100000000;
|
---|
| 255 | float *tmph = new float[sx*sy*sz];
|
---|
| 256 |
|
---|
| 257 | //compute the 2nd derivative in the gradient direction
|
---|
| 258 | // a mask would probably help out here??
|
---|
| 259 | for(i = 0; i < sz; ++i){
|
---|
| 260 | for(int j = 0; j < (sy); ++j){
|
---|
| 261 | for(int k = 0; k < (sx); ++k){
|
---|
| 262 | if((k<1)||(k>sx-2)||(j<1)||(j>sy-2)||(i<1)||(i>sz-2)){
|
---|
| 263 | tmph[i*sx*sy + j*sx + k] = 0;
|
---|
| 264 | }
|
---|
| 265 | else {
|
---|
| 266 | float h[9];
|
---|
| 267 | h[0] = gradV3[i*sx*sy*3 + j*sx*3 + (k+1)*3 + 0] - gradV3[i*sx*sy*3 + j*sx*3 + (k-1)*3 + 0];
|
---|
| 268 | h[1] = gradV3[i*sx*sy*3 + (j+1)*sx*3 + k*3 + 0] - gradV3[i*sx*sy*3 + (j-1)*sx*3 + k*3 + 0];
|
---|
| 269 | h[2] = gradV3[(i+1)*sx*sy*3 + j*sx*3 + k*3 + 0] - gradV3[(i-1)*sx*sy*3 + j*sx*3 + k*3 + 0];
|
---|
| 270 | h[3] = gradV3[i*sx*sy*3 + j*sx*3 + (k+1)*3 + 1] - gradV3[i*sx*sy*3 + j*sx*3 + (k-1)*3 + 1];
|
---|
| 271 | h[4] = gradV3[i*sx*sy*3 + (j+1)*sx*3 + k*3 + 1] - gradV3[i*sx*sy*3 + (j-1)*sx*3 + k*3 + 1];
|
---|
| 272 | h[5] = gradV3[(i+1)*sx*sy*3 + j*sx*3 + k*3 + 1] - gradV3[(i-1)*sx*sy*3 + j*sx*3 + k*3 + 1];
|
---|
| 273 | h[6] = gradV3[i*sx*sy*3 + j*sx*3 + (k+1)*3 + 2] - gradV3[i*sx*sy*3 + j*sx*3 + (k-1)*3 + 2];
|
---|
| 274 | h[7] = gradV3[i*sx*sy*3 + (j+1)*sx*3 + k*3 + 2] - gradV3[i*sx*sy*3 + (j-1)*sx*3 + k*3 + 2];
|
---|
| 275 | h[8] = gradV3[(i+1)*sx*sy*3 + j*sx*3 + k*3 + 2] - gradV3[(i-1)*sx*sy*3 + j*sx*3 + k*3 + 2];
|
---|
| 276 | float tv[3];
|
---|
| 277 | float tg[3] = {gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 0]/tmpg[i*sx*sy + j*sx + k],
|
---|
| 278 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 1]/tmpg[i*sx*sy + j*sx + k],
|
---|
| 279 | gradV3[i*sx*sy*3 + j*sx*3 + k*3 + 2]/tmpg[i*sx*sy + j*sx + k]};
|
---|
| 280 |
|
---|
| 281 | tv[0] = tg[0] * h[0] +
|
---|
| 282 | tg[1] * h[1] +
|
---|
| 283 | tg[2] * h[2];
|
---|
| 284 | tv[1] = tg[0] * h[3] +
|
---|
| 285 | tg[1] +
|
---|
| 286 | tg[2] * h[5];
|
---|
| 287 | tv[2] = tg[0] * h[6] +
|
---|
| 288 | tg[1] * h[7] +
|
---|
| 289 | tg[2] * h[8];
|
---|
| 290 | tmph[i*sx*sy + j*sx + k] = tg[0] * tv[0] +
|
---|
| 291 | tg[1] * tv[1] +
|
---|
| 292 | tg[2] * tv[2];
|
---|
| 293 | hmax = MAX(hess[i*sx*sy + j*sx + k], hmax);
|
---|
| 294 | hmin = MIN(hess[i*sx*sy + j*sx + k], hmin);
|
---|
| 295 |
|
---|
| 296 | }
|
---|
| 297 | }
|
---|
| 298 | }
|
---|
| 299 | }
|
---|
| 300 |
|
---|
| 301 | //now quantize to chars
|
---|
| 302 | for(i = 0; i < sz; ++i){
|
---|
| 303 | for(int j = 0; j < (sy); ++j){
|
---|
| 304 | for(int k = 0; k < (sx); ++k){
|
---|
| 305 | gmag[i*sx*sy + j*sx + k] = (unsigned char)(tmpg[i*sx*sy + j*sx + k]/maxm * 255.0);
|
---|
| 306 | if(hess[i*sx*sy + j*sx + k] < 0){
|
---|
| 307 | float th = (float)affine(hmin, tmph[i*sx*sy + j*sx + k], 0, 0, 1);
|
---|
| 308 | //th = (float)(1.0-((1.0-th)*(1.0-th)*(1.0-th)));
|
---|
| 309 | hess[i*sx*sy + j*sx + k] = (unsigned char)affine(0,th,1, 0, 255/3);
|
---|
| 310 | } else {
|
---|
| 311 | float th = (float)affine(0, tmph[i*sx*sy + j*sx + k], hmax, 0, 1);
|
---|
| 312 | //th = (float)(1.0-((1.0-th)*(1.0-th)*(1.0-th)));
|
---|
| 313 | hess[i*sx*sy + j*sx + k] = (unsigned char)affine(0,th,1,255/3,255/3*2);
|
---|
| 314 | }
|
---|
| 315 | }
|
---|
| 316 | }
|
---|
| 317 | }
|
---|
| 318 | delete[] tmpg;
|
---|
| 319 | delete[] tmph;
|
---|
| 320 | }
|
---|
| 321 |
|
---|
| 322 | //float vector scale and bias to 8bit unsigned char
|
---|
| 323 | inline void scalebias(unsigned char *ucgradV3, float *gradV3, int sx, int sy, int sz){
|
---|
| 324 | int stx = 3;
|
---|
| 325 | int sty = sx*3;
|
---|
| 326 | int stz = sy*sx*3;
|
---|
| 327 | for(int i = 0; i<sz; ++i){
|
---|
| 328 | for(int j = 0; j<sy; ++j){
|
---|
| 329 | for(int k = 0; k<sx; ++k){
|
---|
| 330 | ucgradV3[i*stz + j*sty + k*stx + 0] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 0]*128 + 128);
|
---|
| 331 | ucgradV3[i*stz + j*sty + k*stx + 1] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 1]*128 + 128);
|
---|
| 332 | ucgradV3[i*stz + j*sty + k*stx + 2] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 2]*128 + 128);
|
---|
| 333 | }
|
---|
| 334 | }
|
---|
| 335 | }
|
---|
| 336 |
|
---|
| 337 | }
|
---|
| 338 |
|
---|
| 339 | //float vector normalize, scale, and bias to 8bit unsigned char
|
---|
| 340 | inline void scalebiasN(unsigned char *ucgradV3, float *gradV3, int sx, int sy, int sz){
|
---|
| 341 | int stx = 3;
|
---|
| 342 | int sty = sx*3;
|
---|
| 343 | int stz = sy*sx*3;
|
---|
| 344 | for(int i = 0; i<sz; ++i){
|
---|
| 345 | for(int j = 0; j<sy; ++j){
|
---|
| 346 | for(int k = 0; k<sx; ++k){
|
---|
| 347 | normalizeV3(&gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 348 | ucgradV3[i*stz + j*sty + k*stx + 0] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 0]*128 + 128);
|
---|
| 349 | ucgradV3[i*stz + j*sty + k*stx + 1] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 1]*128 + 128);
|
---|
| 350 | ucgradV3[i*stz + j*sty + k*stx + 2] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 2]*128 + 128);
|
---|
| 351 | }
|
---|
| 352 | }
|
---|
| 353 | }
|
---|
| 354 |
|
---|
| 355 | }
|
---|
| 356 |
|
---|
| 357 | inline void scaleBiasHiLoUC(unsigned char *ucgradV2, float *gradV3, int sx, int sy, int sz){
|
---|
| 358 | int stx = 3;
|
---|
| 359 | int sty = sx*3;
|
---|
| 360 | int stz = sy*sx*3;
|
---|
| 361 | for(int i = 0; i<sz; ++i){
|
---|
| 362 | for(int j = 0; j<sy; ++j){
|
---|
| 363 | for(int k = 0; k<sx; ++k){
|
---|
| 364 | normalizeV3(&gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 365 | if(gradV3[i*stz + j*sty + k*stx + 2] < 0){
|
---|
| 366 | gradV3[i*stz + j*sty + k*stx + 0] = -gradV3[i*stz + j*sty + k*stx + 0];
|
---|
| 367 | gradV3[i*stz + j*sty + k*stx + 1] = -gradV3[i*stz + j*sty + k*stx + 1];
|
---|
| 368 | }
|
---|
| 369 | ucgradV2[i*sx*sy*2 + j*sx*2 + k*2 + 0] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 0]*128 + 128);
|
---|
| 370 | ucgradV2[i*sx*sy*2 + j*sx*2 + k*2 + 1] = (unsigned char)(gradV3[i*stz + j*sty + k*stx + 1]*128 + 128);
|
---|
| 371 | }
|
---|
| 372 | }
|
---|
| 373 | }
|
---|
| 374 |
|
---|
| 375 | }
|
---|
| 376 |
|
---|
| 377 | //copy scale and add vector
|
---|
| 378 |
|
---|
| 379 | inline void csaddV3(GLfloat out[3], float s, GLfloat in[3])
|
---|
| 380 | {
|
---|
| 381 | out[0] += s*in[0];
|
---|
| 382 | out[1] += s*in[1];
|
---|
| 383 | out[2] += s*in[2];
|
---|
| 384 | }
|
---|
| 385 |
|
---|
| 386 | inline void csaddVARB(GLfloat out[3], float s, GLfloat in[3], int elts)
|
---|
| 387 | {
|
---|
| 388 | for(int e=0; e<elts; ++e){
|
---|
| 389 | out[e] += s*in[e];
|
---|
| 390 | }
|
---|
| 391 | }
|
---|
| 392 |
|
---|
| 393 | inline void csaddVARB(GLfloat out[3], float s, unsigned char in[3], int elts)
|
---|
| 394 | {
|
---|
| 395 | for(int e=0; e<elts; ++e){
|
---|
| 396 | out[e] += (float)(s*(in[e]/255.0));
|
---|
| 397 | }
|
---|
| 398 | }
|
---|
| 399 |
|
---|
| 400 | //blurr a 3D 3 vector field using these weights
|
---|
| 401 | // ------------
|
---|
| 402 | // /w3 /w2 /w3 /
|
---|
| 403 | // /-----------/
|
---|
| 404 | // /w2 /w1 /w2 / <-- z+1
|
---|
| 405 | // /-----------/
|
---|
| 406 | // /w3 /w2 /w3 /
|
---|
| 407 | // /-----------/
|
---|
| 408 | // ------------
|
---|
| 409 | // /w2 /w1 /w2 / y+1
|
---|
| 410 | // /-----------/
|
---|
| 411 | // /w1 /w0 /w1 / y <-- z
|
---|
| 412 | // /-----------/
|
---|
| 413 | // /w2 /w1 /w2 / y-1
|
---|
| 414 | // /-----------/
|
---|
| 415 | // ------------
|
---|
| 416 | // /w3 /w2 /w3 /
|
---|
| 417 | // /-----------/
|
---|
| 418 | // /w2 /w1 /w2 / <-- z-1
|
---|
| 419 | // /-----------/
|
---|
| 420 | // /w3 /w2 /w3 /
|
---|
| 421 | // /-----------/
|
---|
| 422 | // x-1 x x+1
|
---|
| 423 |
|
---|
| 424 | inline blurV3D(float *gradV3, float w0, float w1, float w2, float w3,
|
---|
| 425 | int sx, int sy, int sz){
|
---|
| 426 | float *tmp = new float[sx*sy*sz*3];
|
---|
| 427 | int stx = 3;
|
---|
| 428 | int sty = sx*3;
|
---|
| 429 | int stz = sy*sx*3;
|
---|
| 430 | for(int i = 0; i<sz; ++i){
|
---|
| 431 | for(int j = 0; j<sy; ++j){
|
---|
| 432 | for(int k = 0; k<sx; ++k){
|
---|
| 433 | zeroV3(&tmp[i*stz + j*sty + k*stx + 0]);
|
---|
| 434 | }
|
---|
| 435 | }
|
---|
| 436 | }
|
---|
| 437 |
|
---|
| 438 | for(i = 1; i<sz-1; ++i){
|
---|
| 439 | for(int j = 1; j<sy-1; ++j){
|
---|
| 440 | for(int k = 1; k<sx-1; ++k){
|
---|
| 441 | int idx = i*stz + j*sty + k*stx + 0;
|
---|
| 442 | csaddV3(&tmp[i*stz + j*sty + k*stx + 0], w0, &gradV3[idx]);
|
---|
| 443 | csaddV3(&tmp[(i+1)*stz + j*sty + k*stx + 0], w1, &gradV3[idx]);
|
---|
| 444 | csaddV3(&tmp[(i+1)*stz + (j+1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 445 | csaddV3(&tmp[(i+1)*stz + (j+1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 446 | csaddV3(&tmp[(i+1)*stz + (j+1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 447 | csaddV3(&tmp[(i+1)*stz + (j-1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 448 | csaddV3(&tmp[(i+1)*stz + (j-1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 449 | csaddV3(&tmp[(i+1)*stz + (j-1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 450 | csaddV3(&tmp[(i+1)*stz + j*sty + (k+1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 451 | csaddV3(&tmp[(i+1)*stz + j*sty + (k-1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 452 |
|
---|
| 453 | csaddV3(&tmp[(i-1)*stz + j*sty + k*stx + 0], w1, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 454 | csaddV3(&tmp[(i-1)*stz + (j+1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 455 | csaddV3(&tmp[(i-1)*stz + (j+1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 456 | csaddV3(&tmp[(i-1)*stz + (j+1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 457 | csaddV3(&tmp[(i-1)*stz + (j-1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 458 | csaddV3(&tmp[(i-1)*stz + (j-1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 459 | csaddV3(&tmp[(i-1)*stz + (j-1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 460 | csaddV3(&tmp[(i-1)*stz + j*sty + (k+1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 461 | csaddV3(&tmp[(i-1)*stz + j*sty + (k-1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 462 |
|
---|
| 463 | csaddV3(&tmp[i*stz + (j+1)*sty + k*stx + 0], w1, &gradV3[idx]);
|
---|
| 464 | csaddV3(&tmp[i*stz + (j+1)*sty + (k+1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 465 | csaddV3(&tmp[i*stz + (j+1)*sty + (k-1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 466 | csaddV3(&tmp[i*stz + (j-1)*sty + k*stx + 0], w1, &gradV3[idx]);
|
---|
| 467 | csaddV3(&tmp[i*stz + (j-1)*sty + (k+1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 468 | csaddV3(&tmp[i*stz + (j-1)*sty + (k-1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 469 | csaddV3(&tmp[i*stz + j*sty + (k+1)*stx + 0], w1, &gradV3[idx]);
|
---|
| 470 | csaddV3(&tmp[i*stz + j*sty + (k-1)*stx + 0], w1, &gradV3[idx]);
|
---|
| 471 | }
|
---|
| 472 | }
|
---|
| 473 | }
|
---|
| 474 |
|
---|
| 475 | float div = w0 + 6*w1 + 12*w2 + 8*w3;
|
---|
| 476 |
|
---|
| 477 | for(i = 0; i<sz; ++i){
|
---|
| 478 | for(int j = 0; j<sy; ++j){
|
---|
| 479 | for(int k = 0; k<sx; ++k){
|
---|
| 480 | gradV3[i*stz + j*sty + k*stx + 0] = tmp[i*stz + j*sty + k*stx + 0]/div;
|
---|
| 481 | gradV3[i*stz + j*sty + k*stx + 1] = tmp[i*stz + j*sty + k*stx + 1]/div;
|
---|
| 482 | gradV3[i*stz + j*sty + k*stx + 2] = tmp[i*stz + j*sty + k*stx + 2]/div;
|
---|
| 483 | }
|
---|
| 484 | }
|
---|
| 485 | }
|
---|
| 486 |
|
---|
| 487 | delete[] tmp;
|
---|
| 488 | }
|
---|
| 489 |
|
---|
| 490 | inline blurVARB(unsigned char *dataV, float w0, float w1, float w2, float w3,
|
---|
| 491 | int sx, int sy, int sz, int elts){
|
---|
| 492 |
|
---|
| 493 | //cerr << "BLUR : " << sx << " " << sy << " " << sz << " * " << elts << endl;
|
---|
| 494 |
|
---|
| 495 | float *tmp = new float[sx*sy*sz*elts];
|
---|
| 496 | int stx = elts;
|
---|
| 497 | int sty = sx*elts;
|
---|
| 498 | int stz = sy*sx*elts;
|
---|
| 499 | //cerr << " stride " << stx << " " << sty << " " << stz << endl;
|
---|
| 500 |
|
---|
| 501 |
|
---|
| 502 |
|
---|
| 503 | for(int i = 0; i<sz; ++i){
|
---|
| 504 | for(int j = 0; j<sy; ++j){
|
---|
| 505 | for(int k = 0; k<sx; ++k){
|
---|
| 506 | for(int e = 0; e< elts; ++e){
|
---|
| 507 | tmp[i*stz + j*sty + k*stx + e] = 0.0;
|
---|
| 508 | }
|
---|
| 509 | }
|
---|
| 510 | }
|
---|
| 511 | }
|
---|
| 512 |
|
---|
| 513 | for(i = 1; i<sz-1; ++i){
|
---|
| 514 | for(int j = 1; j<sy-1; ++j){
|
---|
| 515 | for(int k = 1; k<sx-1; ++k){
|
---|
| 516 | for(int e = 0; e<elts; ++ e){
|
---|
| 517 | int idx = i*stz + j*sty + k*stx + e;
|
---|
| 518 | float v0 = (float)(dataV[idx]/255.0*w0);
|
---|
| 519 | float v1 = (float)(dataV[idx]/255.0*w1/6.0);
|
---|
| 520 | float v2 = (float)(dataV[idx]/255.0*w2/12.0);
|
---|
| 521 | float v3 = (float)(dataV[idx]/255.0*w3/8.0);
|
---|
| 522 |
|
---|
| 523 | tmp[i*stz + j*sty + k*stx + e] += v0; //1
|
---|
| 524 | tmp[(i+1)*stz + j*sty + k*stx + e] += v1; //1
|
---|
| 525 | tmp[(i+1)*stz + (j+1)*sty + k*stx + e] += v2; //1
|
---|
| 526 | tmp[(i+1)*stz + (j+1)*sty + (k+1)*stx + e] += v3; //1
|
---|
| 527 | tmp[(i+1)*stz + (j+1)*sty + (k-1)*stx + e] += v3; //2
|
---|
| 528 | tmp[(i+1)*stz + (j-1)*sty + k*stx + e] += v2; //2
|
---|
| 529 | tmp[(i+1)*stz + (j-1)*sty + (k+1)*stx + e] += v3; //3
|
---|
| 530 | tmp[(i+1)*stz + (j-1)*sty + (k-1)*stx + e] += v3; //4
|
---|
| 531 | tmp[(i+1)*stz + j*sty + (k+1)*stx + e] += v2; //3
|
---|
| 532 | tmp[(i+1)*stz + j*sty + (k-1)*stx + e] += v2; //4
|
---|
| 533 |
|
---|
| 534 | tmp[(i-1)*stz + j*sty + k*stx + e] += v1; //2
|
---|
| 535 | tmp[(i-1)*stz + (j+1)*sty + k*stx + e] += v2; //5
|
---|
| 536 | tmp[(i-1)*stz + (j+1)*sty + (k+1)*stx + e] += v3; //5
|
---|
| 537 | tmp[(i-1)*stz + (j+1)*sty + (k-1)*stx + e] += v3; //6
|
---|
| 538 | tmp[(i-1)*stz + (j-1)*sty + k*stx + e] += v2; //6
|
---|
| 539 | tmp[(i-1)*stz + (j-1)*sty + (k+1)*stx + e] += v3; //7
|
---|
| 540 | tmp[(i-1)*stz + (j-1)*sty + (k-1)*stx + e] += v3; //8
|
---|
| 541 | tmp[(i-1)*stz + j*sty + (k+1)*stx + e] += v2; //7
|
---|
| 542 | tmp[(i-1)*stz + j*sty + (k-1)*stx + e] += v2; //8
|
---|
| 543 |
|
---|
| 544 | tmp[i*stz + (j+1)*sty + k*stx + e] += v1; //3
|
---|
| 545 | tmp[i*stz + (j+1)*sty + (k+1)*stx + e] += v2; //9
|
---|
| 546 | tmp[i*stz + (j+1)*sty + (k-1)*stx + e] += v2; //10
|
---|
| 547 | tmp[i*stz + (j-1)*sty + k*stx + e] += v1; //4
|
---|
| 548 | tmp[i*stz + (j-1)*sty + (k+1)*stx + e] += v2; //11
|
---|
| 549 | tmp[i*stz + (j-1)*sty + (k-1)*stx + e] += v2; //12
|
---|
| 550 | tmp[i*stz + j*sty + (k+1)*stx + e] += v1; //5
|
---|
| 551 | tmp[i*stz + j*sty + (k-1)*stx + e] += v1; //6
|
---|
| 552 | }
|
---|
| 553 | }
|
---|
| 554 | }
|
---|
| 555 | }
|
---|
| 556 |
|
---|
| 557 | //float div = w0 + 6*w1 + 12*w2 + 8*w3;
|
---|
| 558 | float div = w0 + w1 + w2 + w3;
|
---|
| 559 |
|
---|
| 560 | for(i = 0; i<sz; ++i){
|
---|
| 561 | for(int j = 0; j<sy; ++j){
|
---|
| 562 | for(int k = 0; k<sx; ++k){
|
---|
| 563 | for(int e =0; e<elts; ++e){
|
---|
| 564 | dataV[i*stz + j*sty + k*stx + e] = (unsigned char)(CLAMP((tmp[i*stz + j*sty + k*stx + e]/div))*255);
|
---|
| 565 | }
|
---|
| 566 | }
|
---|
| 567 | }
|
---|
| 568 | }
|
---|
| 569 |
|
---|
| 570 | delete[] tmp; //why does this explode?????
|
---|
| 571 | }
|
---|
| 572 |
|
---|
| 573 | //same as above but normalize too
|
---|
| 574 |
|
---|
| 575 | inline blurV3DN(float *gradV3, float w0, float w1, float w2, float w3,
|
---|
| 576 | int sx, int sy, int sz){
|
---|
| 577 | float *tmp = new float[sx*sy*sz*3];
|
---|
| 578 | int stx = 3;
|
---|
| 579 | int sty = sx*3;
|
---|
| 580 | int stz = sy*sx*3;
|
---|
| 581 | for(int i = 0; i<sz; ++i){
|
---|
| 582 | for(int j = 0; j<sy; ++j){
|
---|
| 583 | for(int k = 0; k<sx; ++k){
|
---|
| 584 | zeroV3(&tmp[i*stz + j*sty + k*stx + 0]);
|
---|
| 585 | }
|
---|
| 586 | }
|
---|
| 587 | }
|
---|
| 588 |
|
---|
| 589 | for(i = 1; i<sz-1; ++i){
|
---|
| 590 | for(int j = 1; j<sy-1; ++j){
|
---|
| 591 | for(int k = 1; k<sx-1; ++k){
|
---|
| 592 | int idx = i*stz + j*sty + k*stx + 0;
|
---|
| 593 | csaddV3(&tmp[i*stz + j*sty + k*stx + 0], w0, &gradV3[idx]);
|
---|
| 594 | csaddV3(&tmp[(i+1)*stz + j*sty + k*stx + 0], w1, &gradV3[idx]);
|
---|
| 595 | csaddV3(&tmp[(i+1)*stz + (j+1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 596 | csaddV3(&tmp[(i+1)*stz + (j+1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 597 | csaddV3(&tmp[(i+1)*stz + (j+1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 598 | csaddV3(&tmp[(i+1)*stz + (j-1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 599 | csaddV3(&tmp[(i+1)*stz + (j-1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 600 | csaddV3(&tmp[(i+1)*stz + (j-1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 601 | csaddV3(&tmp[(i+1)*stz + j*sty + (k+1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 602 | csaddV3(&tmp[(i+1)*stz + j*sty + (k-1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 603 |
|
---|
| 604 | csaddV3(&tmp[(i-1)*stz + j*sty + k*stx + 0], w1, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 605 | csaddV3(&tmp[(i-1)*stz + (j+1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 606 | csaddV3(&tmp[(i-1)*stz + (j+1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 607 | csaddV3(&tmp[(i-1)*stz + (j+1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 608 | csaddV3(&tmp[(i-1)*stz + (j-1)*sty + k*stx + 0], w2, &gradV3[idx]);
|
---|
| 609 | csaddV3(&tmp[(i-1)*stz + (j-1)*sty + (k+1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 610 | csaddV3(&tmp[(i-1)*stz + (j-1)*sty + (k-1)*stx + 0], w3, &gradV3[idx]);
|
---|
| 611 | csaddV3(&tmp[(i-1)*stz + j*sty + (k+1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 612 | csaddV3(&tmp[(i-1)*stz + j*sty + (k-1)*stx + 0], w2, &gradV3[idx]);
|
---|
| 613 |
|
---|
| 614 | csaddV3(&tmp[i*stz + (j+1)*sty + k*stx + 0], w1, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 615 | csaddV3(&tmp[i*stz + (j+1)*sty + (k+1)*stx + 0], w2, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 616 | csaddV3(&tmp[i*stz + (j+1)*sty + (k-1)*stx + 0], w2, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 617 | csaddV3(&tmp[i*stz + (j-1)*sty + k*stx + 0], w1, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 618 | csaddV3(&tmp[i*stz + (j-1)*sty + (k+1)*stx + 0], w2, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 619 | csaddV3(&tmp[i*stz + (j-1)*sty + (k-1)*stx + 0], w2, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 620 | csaddV3(&tmp[i*stz + j*sty + (k+1)*stx + 0], w1, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 621 | csaddV3(&tmp[i*stz + j*sty + (k-1)*stx + 0], w1, &gradV3[i*stz + j*sty + k*stx + 0]);
|
---|
| 622 |
|
---|
| 623 | }
|
---|
| 624 | }
|
---|
| 625 | }
|
---|
| 626 |
|
---|
| 627 | float div = w0 + 6*w1 + 12*w2 + 8*w3;
|
---|
| 628 |
|
---|
| 629 | for(i = 0; i<sz; ++i){
|
---|
| 630 | for(int j = 0; j<sy; ++j){
|
---|
| 631 | for(int k = 0; k<sx; ++k){
|
---|
| 632 | scaleV3(1/div, &tmp[i*stz + j*sty + k*stx + 0]);
|
---|
| 633 | normalizeV3(&tmp[i*stz + j*sty + k*stx + 0]);
|
---|
| 634 | copyV3(&gradV3[i*stz + j*sty + k*stx + 0], &tmp[i*stz + j*sty + k*stx + 0]);
|
---|
| 635 | }
|
---|
| 636 | }
|
---|
| 637 | }
|
---|
| 638 |
|
---|
| 639 | delete[] tmp;
|
---|
| 640 |
|
---|
| 641 | }
|
---|
| 642 | #endif
|
---|