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Rev 167 Rev 179
Line 150... Line 150...
150
    assert(frames1.size() == N);
150
    assert(frames1.size() == N);
151
 
151
 
152
    int frameRows = frames0[0].rows;
152
    int frameRows = frames0[0].rows;
153
    int frameCols = frames0[0].cols;
153
    int frameCols = frames0[0].cols;
154
 
154
 
-
 
155
    // Rectifying homographies (rotation+projections)
-
 
156
    cv::Size frameSize(frameCols, frameRows);
-
 
157
    cv::Mat R, T;
-
 
158
    // stereoRectify segfaults unless R is double precision
-
 
159
    cv::Mat(calibration.R1).convertTo(R, CV_64F);
-
 
160
    cv::Mat(calibration.T1).convertTo(T, CV_64F);
-
 
161
    cv::Mat R0, R1, P0, P1, QRect;
-
 
162
    cv::stereoRectify(calibration.K0, calibration.k0, calibration.K1, calibration.k1, frameSize, R, T, R0, R1, P0, P1, QRect, 0);
-
 
163
 
-
 
164
    // Interpolation maps (lens distortion and rectification)
-
 
165
    cv::Mat map0X, map0Y, map1X, map1Y;
-
 
166
    cv::initUndistortRectifyMap(calibration.K0, calibration.k0, R0, P0, frameSize, CV_32F, map0X, map0Y);
-
 
167
    cv::initUndistortRectifyMap(calibration.K1, calibration.k1, R1, P1, frameSize, CV_32F, map1X, map1Y);
-
 
168
 
-
 
169
 
155
    // Gray-scale everything
170
    // Gray-scale and remap
156
    std::vector<cv::Mat> frames0Gray(N);
171
    std::vector<cv::Mat> frames0Rect(N);
157
    std::vector<cv::Mat> frames1Gray(N);
172
    std::vector<cv::Mat> frames1Rect(N);
158
    for(unsigned int i=0; i<N; i++){
173
    for(unsigned int i=0; i<N; i++){
-
 
174
        cv::Mat temp;
159
        cv::cvtColor(frames0[i], frames0Gray[i], CV_BayerBG2GRAY);
175
        cv::cvtColor(frames0[i], temp, CV_BayerBG2GRAY);
-
 
176
        cv::remap(temp, frames0Rect[i], map0X, map0Y, CV_INTER_LINEAR);
160
        cv::cvtColor(frames1[i], frames1Gray[i], CV_BayerBG2GRAY);
177
        cv::cvtColor(frames1[i], temp, CV_BayerBG2GRAY);
-
 
178
        cv::remap(temp, frames1Rect[i], map1X, map1Y, CV_INTER_LINEAR);
161
    }
179
    }
162
 
180
 
163
    // Decode camera0
181
    // Decode camera0
164
    std::vector<cv::Mat> frames0Primary(frames0Gray.begin()+2, frames0Gray.begin()+2+nStepsPrimary);
182
    std::vector<cv::Mat> frames0Primary(frames0Rect.begin()+2, frames0Rect.begin()+2+nStepsPrimary);
165
    std::vector<cv::Mat> frames0Secondary(frames0Gray.begin()+2+nStepsPrimary, frames0Gray.end()-nStepsTertiary);
183
    std::vector<cv::Mat> frames0Secondary(frames0Rect.begin()+2+nStepsPrimary, frames0Rect.end()-nStepsTertiary);
166
    std::vector<cv::Mat> frames0Tertiary(frames0Gray.end()-nStepsTertiary, frames0Gray.end());
184
    std::vector<cv::Mat> frames0Tertiary(frames0Rect.end()-nStepsTertiary, frames0Rect.end());
167
 
185
 
168
    std::vector<cv::Mat> F0Primary = getDFTComponents(frames0Primary);
186
    std::vector<cv::Mat> F0Primary = getDFTComponents(frames0Primary);
169
    cv::Mat up0Primary;
187
    cv::Mat up0Primary;
170
    cv::phase(F0Primary[2], -F0Primary[3], up0Primary);
188
    cv::phase(F0Primary[2], -F0Primary[3], up0Primary);
171
    std::vector<cv::Mat> F0Secondary = getDFTComponents(frames0Secondary);
189
    std::vector<cv::Mat> F0Secondary = getDFTComponents(frames0Secondary);
Line 180... Line 198...
180
    up0 *= screenCols/(2.0*pi);
198
    up0 *= screenCols/(2.0*pi);
181
    cv::Mat amplitude0;
199
    cv::Mat amplitude0;
182
    cv::magnitude(F0Primary[2], -F0Primary[3], amplitude0);
200
    cv::magnitude(F0Primary[2], -F0Primary[3], amplitude0);
183
 
201
 
184
    // Decode camera1
202
    // Decode camera1
185
    std::vector<cv::Mat> frames1Primary(frames1Gray.begin()+2, frames1Gray.begin()+2+nStepsPrimary);
203
    std::vector<cv::Mat> frames1Primary(frames1Rect.begin()+2, frames1Rect.begin()+2+nStepsPrimary);
186
    std::vector<cv::Mat> frames1Secondary(frames1Gray.begin()+2+nStepsPrimary, frames1Gray.end()-nStepsTertiary);
204
    std::vector<cv::Mat> frames1Secondary(frames1Rect.begin()+2+nStepsPrimary, frames1Rect.end()-nStepsTertiary);
187
    std::vector<cv::Mat> frames1Tertiary(frames1Gray.end()-nStepsTertiary, frames1Gray.end());
205
    std::vector<cv::Mat> frames1Tertiary(frames1Rect.end()-nStepsTertiary, frames1Rect.end());
188
 
206
 
189
    std::vector<cv::Mat> F1Primary = getDFTComponents(frames1Primary);
207
    std::vector<cv::Mat> F1Primary = getDFTComponents(frames1Primary);
190
    cv::Mat up1Primary;
208
    cv::Mat up1Primary;
191
    cv::phase(F1Primary[2], -F1Primary[3], up1Primary);
209
    cv::phase(F1Primary[2], -F1Primary[3], up1Primary);
192
    std::vector<cv::Mat> F1Secondary = getDFTComponents(frames1Secondary);
210
    std::vector<cv::Mat> F1Secondary = getDFTComponents(frames1Secondary);
Line 208... Line 226...
208
//cvtools::writeMat(up0Unwrap, "up0Unwrap.mat", "up0Unwrap");
226
//cvtools::writeMat(up0Unwrap, "up0Unwrap.mat", "up0Unwrap");
209
//cvtools::writeMat(up0, "up0.mat", "up0");
227
//cvtools::writeMat(up0, "up0.mat", "up0");
210
//cvtools::writeMat(up1, "up1.mat", "up1");
228
//cvtools::writeMat(up1, "up1.mat", "up1");
211
//cvtools::writeMat(amplitude0, "amplitude0.mat", "amplitude0");
229
//cvtools::writeMat(amplitude0, "amplitude0.mat", "amplitude0");
212
 
230
 
213
    // Rectifying homographies (rotation+projections)
-
 
214
    cv::Size frameSize(frameCols, frameRows);
231
//cvtools::writeMat(amplitude0, "amplitude0.mat", "amplitude0");
215
    cv::Mat R, T;
-
 
216
    // stereoRectify segfaults unless R is double precision
-
 
217
    cv::Mat(calibration.R1).convertTo(R, CV_64F);
-
 
218
    cv::Mat(calibration.T1).convertTo(T, CV_64F);
232
//cvtools::writeMat(amplitude1, "amplitude1.mat", "amplitude1");
219
    cv::Mat R0, R1, P0, P1, QRect;
-
 
220
    cv::stereoRectify(calibration.K0, calibration.k0, calibration.K1, calibration.k1, frameSize, R, T, R0, R1, P0, P1, QRect, 0);
-
 
221
 
233
 
222
    // Interpolation maps (lens distortion and rectification)
234
    // Color debayer and remap
223
    cv::Mat map0X, map0Y, map1X, map1Y;
235
    cv::Mat color0, color1;
224
    cv::initUndistortRectifyMap(calibration.K0, calibration.k0, R0, P0, frameSize, CV_32F, map0X, map0Y);
236
    cv::cvtColor(frames0[0], color0, CV_BayerBG2RGB);
225
    cv::initUndistortRectifyMap(calibration.K1, calibration.k1, R1, P1, frameSize, CV_32F, map1X, map1Y);
237
    cv::cvtColor(frames1[0], color1, CV_BayerBG2RGB);
226
 
238
 
227
    // Phase remaps
-
 
228
    cv::Mat up0Rect, up1Rect;
-
 
229
    cv::remap(up0, up0Rect, map0X, map0Y, CV_INTER_LINEAR);
-
 
230
    cv::remap(up1, up1Rect, map1X, map1Y, CV_INTER_LINEAR);
-
 
231
 
-
 
232
    // amplitude remaps
-
 
233
    cv::Mat amplitude0Rect, amplitude1Rect;
-
 
234
    cv::remap(amplitude0, amplitude0Rect, map0X, map0Y, CV_INTER_LINEAR);
-
 
235
    cv::remap(amplitude1, amplitude1Rect, map1X, map1Y, CV_INTER_LINEAR);
-
 
236
 
-
 
237
//cvtools::writeMat(amplitude0Rect, "amplitude0Rect.mat", "amplitude0Rect");
-
 
238
//cvtools::writeMat(amplitude1Rect, "amplitude1Rect.mat", "amplitude1Rect");
-
 
239
 
-
 
240
    // color debayer and remap
-
 
241
    cv::Mat color0Rect, color1Rect;
-
 
242
//    frames0[0].convertTo(color0Rect, CV_8UC1, 1.0/256.0);
-
 
243
    cv::cvtColor(frames0[0], color0Rect, CV_BayerBG2RGB);
-
 
244
    cv::remap(color0Rect, color0Rect, map0X, map0Y, CV_INTER_LINEAR);
-
 
245
 
-
 
246
//    frames1[0].convertTo(color1Rect, CV_8UC1, 1.0/256.0);
-
 
247
    cv::cvtColor(frames1[0], color1Rect, CV_BayerBG2RGB);
-
 
248
    cv::remap(color1Rect, color1Rect, map1X, map1Y, CV_INTER_LINEAR);
-
 
249
 
-
 
250
//cvtools::writeMat(frames0Rect[18], "frames0Rect_18.mat", "frames0Rect_18");
-
 
251
//cvtools::writeMat(frames0Rect[19], "frames0Rect_19.mat", "frames0Rect_19");
-
 
252
 
-
 
253
//cvtools::writeMat(color0Rect, "color0Rect.mat", "color0Rect");
239
//cvtools::writeMat(color0, "color0.mat", "color0");
254
//cvtools::writeMat(color1Rect, "color1Rect.mat", "color1Rect");
240
//cvtools::writeMat(color1, "color1.mat", "color1");
255
 
-
 
256
    // On/off remaps
-
 
257
    cv::Mat frames0OnRect, frames0OffRect;
-
 
258
    cv::remap(frames0Gray[0], frames0OnRect, map0X, map0Y, CV_INTER_LINEAR);
-
 
259
    cv::remap(frames0Gray[1], frames0OffRect, map0X, map0Y, CV_INTER_LINEAR);
-
 
260
 
-
 
261
    cv::Mat frames1OnRect, frames1OffRect;
-
 
262
    cv::remap(frames1Gray[0], frames1OnRect, map1X, map1Y, CV_INTER_LINEAR);
-
 
263
    cv::remap(frames1Gray[1], frames1OffRect, map1X, map1Y, CV_INTER_LINEAR);
-
 
264
 
241
 
265
    // Occlusion masks
242
    // Occlusion masks
266
    cv::Mat occlusion0Rect, occlusion1Rect;
243
    cv::Mat occlusion0, occlusion1;
267
    cv::subtract(frames0OnRect, frames0OffRect, occlusion0Rect);
244
    cv::subtract(frames0Rect[0], frames0Rect[1], occlusion0);
268
    occlusion0Rect = (occlusion0Rect > 5) & (occlusion0Rect < 250);
245
    occlusion0 = (occlusion0 > 5) & (occlusion0 < 250);
269
    cv::subtract(frames1OnRect, frames1OffRect, occlusion1Rect);
246
    cv::subtract(frames1Rect[0], frames1Rect[1], occlusion1);
270
    occlusion1Rect = (occlusion1Rect > 5) & (occlusion1Rect < 250);
247
    occlusion1 = (occlusion1 > 5) & (occlusion1 < 250);
271
 
248
 
272
//    // Threshold on energy at primary frequency
249
//    // Threshold on energy at primary frequency
273
//    occlusion0Rect = occlusion0Rect & (amplitude0Rect > 5.0*nStepsPrimary);
250
//    occlusion0 = occlusion0 & (amplitude0 > 5.0*nStepsPrimary);
274
//    occlusion1Rect = occlusion1Rect & (amplitude1Rect > 5.0*nStepsPrimary);
251
//    occlusion1 = occlusion1 & (amplitude1 > 5.0*nStepsPrimary);
275
 
252
 
276
//cvtools::writeMat(occlusion0Rect, "occlusion0Rect.mat", "occlusion0Rect");
253
//cvtools::writeMat(occlusion0, "occlusion0.mat", "occlusion0");
277
//cvtools::writeMat(occlusion1Rect, "occlusion1Rect.mat", "occlusion1Rect");
254
//cvtools::writeMat(occlusion1, "occlusion1.mat", "occlusion1");
278
 
255
 
279
//    // Erode occlusion masks
256
//    // Erode occlusion masks
280
//    cv::Mat strel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(5,5));
257
//    cv::Mat strel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(5,5));
281
//    cv::erode(occlusion0Rect, occlusion0Rect, strel);
258
//    cv::erode(occlusion0, occlusion0, strel);
282
//    cv::erode(occlusion1Rect, occlusion1Rect, strel);
259
//    cv::erode(occlusion1, occlusion1, strel);
283
 
260
 
284
    // Threshold on gradient of phase
261
    // Threshold on gradient of phase
285
    cv::Mat edges0;
262
    cv::Mat edges0;
286
    cv::Sobel(up0Rect, edges0, -1, 1, 1, 5);
263
    cv::Sobel(up0, edges0, -1, 1, 1, 5);
287
    occlusion0Rect = occlusion0Rect & (abs(edges0) < 150);
264
    occlusion0 = occlusion0 & (abs(edges0) < 150);
288
    cv::Mat edges1;
265
    cv::Mat edges1;
289
    cv::Sobel(up1Rect, edges1, -1, 1, 1, 5);
266
    cv::Sobel(up1, edges1, -1, 1, 1, 5);
290
    occlusion1Rect = occlusion1Rect & (abs(edges1) < 150);
267
    occlusion1 = occlusion1 & (abs(edges1) < 150);
291
 
268
 
292
//cvtools::writeMat(edges0, "edges0.mat", "edges0");
269
//cvtools::writeMat(edges0, "edges0.mat", "edges0");
293
//cvtools::writeMat(edges1, "edges1.mat", "edges1");
270
//cvtools::writeMat(edges1, "edges1.mat", "edges1");
294
 
271
 
295
    // Match phase maps
272
    // Match phase maps
296
    int frameRectRows = map0X.rows;
273
    int frameRectRows = map0X.rows;
297
    int frameRectCols = map0X.cols;
274
    int frameRectCols = map0X.cols;
298
 
275
 
299
    // camera0 against camera1
276
    // camera0 against camera1
300
    std::vector<cv::Vec2f> q0Rect, q1Rect;
277
    std::vector<cv::Vec2f> q0, q1;
301
    for(int row=0; row<frameRectRows; row++){
278
    for(int row=0; row<frameRectRows; row++){
302
        for(int col=0; col<frameRectCols; col++){
279
        for(int col=0; col<frameRectCols; col++){
303
 
280
 
304
            if(!occlusion0Rect.at<char>(row,col))
281
            if(!occlusion0.at<char>(row,col))
305
                continue;
282
                continue;
306
 
283
 
307
            float up0i = up0Rect.at<float>(row,col);
284
            float up0i = up0.at<float>(row,col);
308
            for(int col1=0; col1<up1Rect.cols-1; col1++){
285
            for(int col1=0; col1<up1.cols-1; col1++){
309
 
286
 
310
                if(!occlusion1Rect.at<char>(row,col1) || !occlusion1Rect.at<char>(row,col1+1))
287
                if(!occlusion1.at<char>(row,col1) || !occlusion1.at<char>(row,col1+1))
311
                    continue;
288
                    continue;
312
 
289
 
313
                float up1Left = up1Rect.at<float>(row,col1);
290
                float up1Left = up1.at<float>(row,col1);
314
                float up1Right = up1Rect.at<float>(row,col1+1);
291
                float up1Right = up1.at<float>(row,col1+1);
315
 
292
 
316
                if((up1Left <= up0i) && (up0i <= up1Right) && (up0i-up1Left < 1.0) && (up1Right-up0i < 1.0)){
293
                if((up1Left <= up0i) && (up0i <= up1Right) && (up0i-up1Left < 1.0) && (up1Right-up0i < 1.0)){
317
 
294
 
318
                    float col1i = col1 + (up0i-up1Left)/(up1Right-up1Left);
295
                    float col1i = col1 + (up0i-up1Left)/(up1Right-up1Left);
319
 
296
 
320
                    q0Rect.push_back(cv::Point2f(col, row));
297
                    q0.push_back(cv::Point2f(col, row));
321
                    q1Rect.push_back(cv::Point2f(col1i, row));
298
                    q1.push_back(cv::Point2f(col1i, row));
322
 
299
 
323
                    break;
300
                    break;
324
                }
301
                }
325
            }
302
            }
326
        }
303
        }
327
    }
304
    }
328
 
305
 
329
//    // camera1 against camera0
-
 
330
//    for(int row=0; row<frameRectRows; row++){
-
 
331
//        for(int col=0; col<frameRectCols; col++){
-
 
332
 
-
 
333
//            if(!occlusion1Rect.at<char>(row,col))
-
 
334
//                continue;
-
 
335
 
-
 
336
//            float up1i = up1Rect.at<float>(row,col);
-
 
337
//            for(int col0=0; col0<up0Rect.cols-1; col0++){
-
 
338
 
-
 
339
//                if(!occlusion0Rect.at<char>(row,col0) || !occlusion0Rect.at<char>(row,col0+1))
-
 
340
//                    continue;
-
 
341
 
-
 
342
//                float up0Left = up0Rect.at<float>(row,col0);
-
 
343
//                float up0Right = up0Rect.at<float>(row,col0+1);
-
 
344
 
-
 
345
//                if((up0Left <= up1i) && (up1i <= up0Right) && (up1i-up0Left < 1) && (up0Right-up1i < 1)){
-
 
346
 
-
 
347
//                    float col0i = col0 + (up1i-up0Left)/(up0Right-up0Left);
-
 
348
 
-
 
349
//                    q1Rect.push_back(cv::Point2f(col, row));
-
 
350
//                    q0Rect.push_back(cv::Point2f(col0i, row));
-
 
351
 
-
 
352
//                    break;
-
 
353
//                }
-
 
354
//            }
-
 
355
//        }
-
 
356
//    }
-
 
357
 
-
 
358
    int nMatches = q0Rect.size();
306
    int nMatches = q0.size();
359
 
307
 
360
    if(nMatches < 1){
308
    if(nMatches < 1){
361
        Q.resize(0);
309
        Q.resize(0);
362
        color.resize(0);
310
        color.resize(0);
363
 
311
 
Line 366... Line 314...
366
 
314
 
367
    // Retrieve color information
315
    // Retrieve color information
368
    color.resize(nMatches);
316
    color.resize(nMatches);
369
    for(int i=0; i<nMatches; i++){
317
    for(int i=0; i<nMatches; i++){
370
 
318
 
371
        cv::Vec3b c0 = color0Rect.at<cv::Vec3b>(q0Rect[i][1], q0Rect[i][0]);
319
        cv::Vec3b c0 = color0.at<cv::Vec3b>(q0[i][1], q0[i][0]);
372
        cv::Vec3b c1 = color1Rect.at<cv::Vec3b>(q1Rect[i][1], q1Rect[i][0]);
320
        cv::Vec3b c1 = color1.at<cv::Vec3b>(q1[i][1], q1[i][0]);
373
 
321
 
374
        color[i] = 0.5*c0 + 0.5*c1;
322
        color[i] = 0.5*c0 + 0.5*c1;
375
    }
323
    }
376
 
324
 
377
    // Triangulate points
325
    // Triangulate points
378
    cv::Mat QMatHomogenous, QMat;
326
    cv::Mat QMatHomogenous, QMat;
379
    cv::triangulatePoints(P0, P1, q0Rect, q1Rect, QMatHomogenous);
327
    cv::triangulatePoints(P0, P1, q0, q1, QMatHomogenous);
380
    cvtools::convertMatFromHomogeneous(QMatHomogenous, QMat);
328
    cvtools::convertMatFromHomogeneous(QMatHomogenous, QMat);
381
 
329
 
382
    // Undo rectification
330
    // Undo rectification
383
    cv::Mat R0Inv;
331
    cv::Mat R0Inv;
384
    cv::Mat(R0.t()).convertTo(R0Inv, CV_32F);
332
    cv::Mat(R0.t()).convertTo(R0Inv, CV_32F);