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1 /*
2  *
3  * select3obj.cpp With a calibration chessboard on a table, mark an object in a 3D box and
4  *                track that object in all subseqent frames as long as the camera can see
5  *                the chessboard. Also segments the object using the box projection. This
6  *                program is useful for collecting large datasets of many views of an object
7  *                on a table.
8  *
9  */
10 
11 #include "opencv2/core.hpp"
12 #include <opencv2/core/utility.hpp>
13 #include "opencv2/imgproc.hpp"
14 #include "opencv2/calib3d.hpp"
15 #include "opencv2/imgcodecs.hpp"
16 #include "opencv2/videoio.hpp"
17 #include "opencv2/highgui.hpp"
18 
19 #include <ctype.h>
20 #include <stdio.h>
21 #include <stdlib.h>
22 
23 using namespace std;
24 using namespace cv;
25 
26 const char* helphelp =
27 "\nThis program's purpose is to collect data sets of an object and its segmentation mask.\n"
28 "\n"
29 "It shows how to use a calibrated camera together with a calibration pattern to\n"
30 "compute the homography of the plane the calibration pattern is on. It also shows grabCut\n"
31 "segmentation etc.\n"
32 "\n"
33 "select3dobj -w <board_width> -h <board_height> [-s <square_size>]\n"
34 "           -i <camera_intrinsics_filename> -o <output_prefix> [video_filename/cameraId]\n"
35 "\n"
36 " -w <board_width>          Number of chessboard corners wide\n"
37 " -h <board_height>         Number of chessboard corners width\n"
38 " [-s <square_size>]            Optional measure of chessboard squares in meters\n"
39 " -i <camera_intrinsics_filename> Camera matrix .yml file from calibration.cpp\n"
40 " -o <output_prefix>        Prefix the output segmentation images with this\n"
41 " [video_filename/cameraId]  If present, read from that video file or that ID\n"
42 "\n"
43 "Using a camera's intrinsics (from calibrating a camera -- see calibration.cpp) and an\n"
44 "image of the object sitting on a planar surface with a calibration pattern of\n"
45 "(board_width x board_height) on the surface, we draw a 3D box aroung the object. From\n"
46 "then on, we can move a camera and as long as it sees the chessboard calibration pattern,\n"
47 "it will store a mask of where the object is. We get succesive images using <output_prefix>\n"
48 "of the segmentation mask containing the object. This makes creating training sets easy.\n"
49 "It is best of the chessboard is odd x even in dimensions to avoid amiguous poses.\n"
50 "\n"
51 "The actions one can use while the program is running are:\n"
52 "\n"
53 "  Select object as 3D box with the mouse.\n"
54 "   First draw one line on the plane to outline the projection of that object on the plane\n"
55 "    Then extend that line into a box to encompass the projection of that object onto the plane\n"
56 "    The use the mouse again to extend the box upwards from the plane to encase the object.\n"
57 "  Then use the following commands\n"
58 "    ESC   - Reset the selection\n"
59 "    SPACE - Skip the frame; move to the next frame (not in video mode)\n"
60 "    ENTER - Confirm the selection. Grab next object in video mode.\n"
61 "    q     - Exit the program\n"
62 "\n\n";
63 
64 // static void help()
65 // {
66 //     puts(helphelp);
67 // }
68 
69 
70 struct MouseEvent
71 {
MouseEventMouseEvent72     MouseEvent() { event = -1; buttonState = 0; }
73     Point pt;
74     int event;
75     int buttonState;
76 };
77 
onMouse(int event,int x,int y,int flags,void * userdata)78 static void onMouse(int event, int x, int y, int flags, void* userdata)
79 {
80     MouseEvent* data = (MouseEvent*)userdata;
81     data->event = event;
82     data->pt = Point(x,y);
83     data->buttonState = flags;
84 }
85 
readCameraMatrix(const string & filename,Mat & cameraMatrix,Mat & distCoeffs,Size & calibratedImageSize)86 static bool readCameraMatrix(const string& filename,
87                              Mat& cameraMatrix, Mat& distCoeffs,
88                              Size& calibratedImageSize )
89 {
90     FileStorage fs(filename, FileStorage::READ);
91     fs["image_width"] >> calibratedImageSize.width;
92     fs["image_height"] >> calibratedImageSize.height;
93     fs["distortion_coefficients"] >> distCoeffs;
94     fs["camera_matrix"] >> cameraMatrix;
95 
96     if( distCoeffs.type() != CV_64F )
97         distCoeffs = Mat_<double>(distCoeffs);
98     if( cameraMatrix.type() != CV_64F )
99         cameraMatrix = Mat_<double>(cameraMatrix);
100 
101     return true;
102 }
103 
calcChessboardCorners(Size boardSize,float squareSize,vector<Point3f> & corners)104 static void calcChessboardCorners(Size boardSize, float squareSize, vector<Point3f>& corners)
105 {
106     corners.resize(0);
107 
108     for( int i = 0; i < boardSize.height; i++ )
109         for( int j = 0; j < boardSize.width; j++ )
110             corners.push_back(Point3f(float(j*squareSize),
111                                       float(i*squareSize), 0));
112 }
113 
114 
image2plane(Point2f imgpt,const Mat & R,const Mat & tvec,const Mat & cameraMatrix,double Z)115 static Point3f image2plane(Point2f imgpt, const Mat& R, const Mat& tvec,
116                            const Mat& cameraMatrix, double Z)
117 {
118     Mat R1 = R.clone();
119     R1.col(2) = R1.col(2)*Z + tvec;
120     Mat_<double> v = (cameraMatrix*R1).inv()*(Mat_<double>(3,1) << imgpt.x, imgpt.y, 1);
121     double iw = fabs(v(2,0)) > DBL_EPSILON ? 1./v(2,0) : 0;
122     return Point3f((float)(v(0,0)*iw), (float)(v(1,0)*iw), (float)Z);
123 }
124 
125 
extract3DBox(const Mat & frame,Mat & shownFrame,Mat & selectedObjFrame,const Mat & cameraMatrix,const Mat & rvec,const Mat & tvec,const vector<Point3f> & box,int nobjpt,bool runExtraSegmentation)126 static Rect extract3DBox(const Mat& frame, Mat& shownFrame, Mat& selectedObjFrame,
127                          const Mat& cameraMatrix, const Mat& rvec, const Mat& tvec,
128                          const vector<Point3f>& box, int nobjpt, bool runExtraSegmentation)
129 {
130     selectedObjFrame = Mat::zeros(frame.size(), frame.type());
131     if( nobjpt == 0 )
132         return Rect();
133     vector<Point3f> objpt;
134     vector<Point2f> imgpt;
135 
136     objpt.push_back(box[0]);
137     if( nobjpt > 1 )
138         objpt.push_back(box[1]);
139     if( nobjpt > 2 )
140     {
141         objpt.push_back(box[2]);
142         objpt.push_back(objpt[2] - objpt[1] + objpt[0]);
143     }
144     if( nobjpt > 3 )
145         for( int i = 0; i < 4; i++ )
146             objpt.push_back(Point3f(objpt[i].x, objpt[i].y, box[3].z));
147 
148     projectPoints(Mat(objpt), rvec, tvec, cameraMatrix, Mat(), imgpt);
149 
150     if( !shownFrame.empty() )
151     {
152         if( nobjpt == 1 )
153             circle(shownFrame, imgpt[0], 3, Scalar(0,255,0), -1, LINE_AA);
154         else if( nobjpt == 2 )
155         {
156             circle(shownFrame, imgpt[0], 3, Scalar(0,255,0), -1, LINE_AA);
157             circle(shownFrame, imgpt[1], 3, Scalar(0,255,0), -1, LINE_AA);
158             line(shownFrame, imgpt[0], imgpt[1], Scalar(0,255,0), 3, LINE_AA);
159         }
160         else if( nobjpt == 3 )
161             for( int i = 0; i < 4; i++ )
162             {
163                 circle(shownFrame, imgpt[i], 3, Scalar(0,255,0), -1, LINE_AA);
164                 line(shownFrame, imgpt[i], imgpt[(i+1)%4], Scalar(0,255,0), 3, LINE_AA);
165             }
166         else
167             for( int i = 0; i < 8; i++ )
168             {
169                 circle(shownFrame, imgpt[i], 3, Scalar(0,255,0), -1, LINE_AA);
170                 line(shownFrame, imgpt[i], imgpt[(i+1)%4 + (i/4)*4], Scalar(0,255,0), 3, LINE_AA);
171                 line(shownFrame, imgpt[i], imgpt[i%4], Scalar(0,255,0), 3, LINE_AA);
172             }
173     }
174 
175     if( nobjpt <= 2 )
176         return Rect();
177     vector<Point> hull;
178     convexHull(Mat_<Point>(Mat(imgpt)), hull);
179     Mat selectedObjMask = Mat::zeros(frame.size(), CV_8U);
180     fillConvexPoly(selectedObjMask, &hull[0], (int)hull.size(), Scalar::all(255), 8, 0);
181     Rect roi = boundingRect(Mat(hull)) & Rect(Point(), frame.size());
182 
183     if( runExtraSegmentation )
184     {
185         selectedObjMask = Scalar::all(GC_BGD);
186         fillConvexPoly(selectedObjMask, &hull[0], (int)hull.size(), Scalar::all(GC_PR_FGD), 8, 0);
187         Mat bgdModel, fgdModel;
188         grabCut(frame, selectedObjMask, roi, bgdModel, fgdModel,
189                 3, GC_INIT_WITH_RECT + GC_INIT_WITH_MASK);
190         bitwise_and(selectedObjMask, Scalar::all(1), selectedObjMask);
191     }
192 
193     frame.copyTo(selectedObjFrame, selectedObjMask);
194     return roi;
195 }
196 
197 
select3DBox(const string & windowname,const string & selWinName,const Mat & frame,const Mat & cameraMatrix,const Mat & rvec,const Mat & tvec,vector<Point3f> & box)198 static int select3DBox(const string& windowname, const string& selWinName, const Mat& frame,
199                        const Mat& cameraMatrix, const Mat& rvec, const Mat& tvec,
200                        vector<Point3f>& box)
201 {
202     const float eps = 1e-3f;
203     MouseEvent mouse;
204 
205     setMouseCallback(windowname, onMouse, &mouse);
206     vector<Point3f> tempobj(8);
207     vector<Point2f> imgpt(4), tempimg(8);
208     vector<Point> temphull;
209     int nobjpt = 0;
210     Mat R, selectedObjMask, selectedObjFrame, shownFrame;
211     Rodrigues(rvec, R);
212     box.resize(4);
213 
214     for(;;)
215     {
216         float Z = 0.f;
217         bool dragging = (mouse.buttonState & EVENT_FLAG_LBUTTON) != 0;
218         int npt = nobjpt;
219 
220         if( (mouse.event == EVENT_LBUTTONDOWN ||
221              mouse.event == EVENT_LBUTTONUP ||
222              dragging) && nobjpt < 4 )
223         {
224             Point2f m = mouse.pt;
225 
226             if( nobjpt < 2 )
227                 imgpt[npt] = m;
228             else
229             {
230                 tempobj.resize(1);
231                 int nearestIdx = npt-1;
232                 if( nobjpt == 3 )
233                 {
234                     nearestIdx = 0;
235                     for( int i = 1; i < npt; i++ )
236                         if( norm(m - imgpt[i]) < norm(m - imgpt[nearestIdx]) )
237                             nearestIdx = i;
238                 }
239 
240                 if( npt == 2 )
241                 {
242                     float dx = box[1].x - box[0].x, dy = box[1].y - box[0].y;
243                     float len = 1.f/std::sqrt(dx*dx+dy*dy);
244                     tempobj[0] = Point3f(dy*len + box[nearestIdx].x,
245                                          -dx*len + box[nearestIdx].y, 0.f);
246                 }
247                 else
248                     tempobj[0] = Point3f(box[nearestIdx].x, box[nearestIdx].y, 1.f);
249 
250                 projectPoints(Mat(tempobj), rvec, tvec, cameraMatrix, Mat(), tempimg);
251 
252                 Point2f a = imgpt[nearestIdx], b = tempimg[0], d1 = b - a, d2 = m - a;
253                 float n1 = (float)norm(d1), n2 = (float)norm(d2);
254                 if( n1*n2 < eps )
255                     imgpt[npt] = a;
256                 else
257                 {
258                     Z = d1.dot(d2)/(n1*n1);
259                     imgpt[npt] = d1*Z + a;
260                 }
261             }
262             box[npt] = image2plane(imgpt[npt], R, tvec, cameraMatrix, npt<3 ? 0 : Z);
263 
264             if( (npt == 0 && mouse.event == EVENT_LBUTTONDOWN) ||
265                (npt > 0 && norm(box[npt] - box[npt-1]) > eps &&
266                 mouse.event == EVENT_LBUTTONUP) )
267             {
268                 nobjpt++;
269                 if( nobjpt < 4 )
270                 {
271                     imgpt[nobjpt] = imgpt[nobjpt-1];
272                     box[nobjpt] = box[nobjpt-1];
273                 }
274             }
275 
276             // reset the event
277             mouse.event = -1;
278             //mouse.buttonState = 0;
279             npt++;
280         }
281 
282         frame.copyTo(shownFrame);
283         extract3DBox(frame, shownFrame, selectedObjFrame,
284                      cameraMatrix, rvec, tvec, box, npt, false);
285         imshow(windowname, shownFrame);
286         imshow(selWinName, selectedObjFrame);
287 
288         int c = waitKey(30);
289         if( (c & 255) == 27 )
290         {
291             nobjpt = 0;
292         }
293         if( c == 'q' || c == 'Q' || c == ' ' )
294         {
295             box.clear();
296             return c == ' ' ? -1 : -100;
297         }
298         if( (c == '\r' || c == '\n') && nobjpt == 4 && box[3].z != 0 )
299             return 1;
300     }
301 }
302 
303 
readModelViews(const string & filename,vector<Point3f> & box,vector<string> & imagelist,vector<Rect> & roiList,vector<Vec6f> & poseList)304 static bool readModelViews( const string& filename, vector<Point3f>& box,
305                             vector<string>& imagelist,
306                             vector<Rect>& roiList, vector<Vec6f>& poseList )
307 {
308     imagelist.resize(0);
309     roiList.resize(0);
310     poseList.resize(0);
311     box.resize(0);
312 
313     FileStorage fs(filename, FileStorage::READ);
314     if( !fs.isOpened() )
315         return false;
316     fs["box"] >> box;
317 
318     FileNode all = fs["views"];
319     if( all.type() != FileNode::SEQ )
320         return false;
321     FileNodeIterator it = all.begin(), it_end = all.end();
322 
323     for(; it != it_end; ++it)
324     {
325         FileNode n = *it;
326         imagelist.push_back((string)n["image"]);
327         FileNode nr = n["rect"];
328         roiList.push_back(Rect((int)nr[0], (int)nr[1], (int)nr[2], (int)nr[3]));
329         FileNode np = n["pose"];
330         poseList.push_back(Vec6f((float)np[0], (float)np[1], (float)np[2],
331                                  (float)np[3], (float)np[4], (float)np[5]));
332     }
333 
334     return true;
335 }
336 
337 
writeModelViews(const string & filename,const vector<Point3f> & box,const vector<string> & imagelist,const vector<Rect> & roiList,const vector<Vec6f> & poseList)338 static bool writeModelViews(const string& filename, const vector<Point3f>& box,
339                             const vector<string>& imagelist,
340                             const vector<Rect>& roiList,
341                             const vector<Vec6f>& poseList)
342 {
343     FileStorage fs(filename, FileStorage::WRITE);
344     if( !fs.isOpened() )
345         return false;
346 
347     fs << "box" << "[:";
348     fs << box << "]" << "views" << "[";
349 
350     size_t i, nviews = imagelist.size();
351 
352     CV_Assert( nviews == roiList.size() && nviews == poseList.size() );
353 
354     for( i = 0; i < nviews; i++ )
355     {
356         Rect r = roiList[i];
357         Vec6f p = poseList[i];
358 
359         fs << "{" << "image" << imagelist[i] <<
360             "roi" << "[:" << r.x << r.y << r.width << r.height << "]" <<
361             "pose" << "[:" << p[0] << p[1] << p[2] << p[3] << p[4] << p[5] << "]" << "}";
362     }
363     fs << "]";
364 
365     return true;
366 }
367 
368 
readStringList(const string & filename,vector<string> & l)369 static bool readStringList( const string& filename, vector<string>& l )
370 {
371     l.resize(0);
372     FileStorage fs(filename, FileStorage::READ);
373     if( !fs.isOpened() )
374         return false;
375     FileNode n = fs.getFirstTopLevelNode();
376     if( n.type() != FileNode::SEQ )
377         return false;
378     FileNodeIterator it = n.begin(), it_end = n.end();
379     for( ; it != it_end; ++it )
380         l.push_back((string)*it);
381     return true;
382 }
383 
384 
main(int argc,char ** argv)385 int main(int argc, char** argv)
386 {
387     const char* help = "Usage: select3dobj -w <board_width> -h <board_height> [-s <square_size>]\n"
388            "\t-i <intrinsics_filename> -o <output_prefix> [video_filename/cameraId]\n";
389     const char* screen_help =
390     "Actions: \n"
391     "\tSelect object as 3D box with the mouse. That's it\n"
392     "\tESC - Reset the selection\n"
393     "\tSPACE - Skip the frame; move to the next frame (not in video mode)\n"
394     "\tENTER - Confirm the selection. Grab next object in video mode.\n"
395     "\tq - Exit the program\n";
396 
397     if(argc < 5)
398     {
399         puts(helphelp);
400         puts(help);
401         return 0;
402     }
403     const char* intrinsicsFilename = 0;
404     const char* outprefix = 0;
405     const char* inputName = 0;
406     int cameraId = 0;
407     Size boardSize;
408     double squareSize = 1;
409     vector<string> imageList;
410 
411     for( int i = 1; i < argc; i++ )
412     {
413         if( strcmp(argv[i], "-i") == 0 )
414             intrinsicsFilename = argv[++i];
415         else if( strcmp(argv[i], "-o") == 0 )
416             outprefix = argv[++i];
417         else if( strcmp(argv[i], "-w") == 0 )
418         {
419             if(sscanf(argv[++i], "%d", &boardSize.width) != 1 || boardSize.width <= 0)
420             {
421                 printf("Incorrect -w parameter (must be a positive integer)\n");
422                 puts(help);
423                 return 0;
424             }
425         }
426         else if( strcmp(argv[i], "-h") == 0 )
427         {
428             if(sscanf(argv[++i], "%d", &boardSize.height) != 1 || boardSize.height <= 0)
429             {
430                 printf("Incorrect -h parameter (must be a positive integer)\n");
431                 puts(help);
432                 return 0;
433             }
434         }
435         else if( strcmp(argv[i], "-s") == 0 )
436         {
437             if(sscanf(argv[++i], "%lf", &squareSize) != 1 || squareSize <= 0)
438             {
439                 printf("Incorrect -w parameter (must be a positive real number)\n");
440                 puts(help);
441                 return 0;
442             }
443         }
444         else if( argv[i][0] != '-' )
445         {
446             if( isdigit(argv[i][0]))
447                 sscanf(argv[i], "%d", &cameraId);
448             else
449                 inputName = argv[i];
450         }
451         else
452         {
453             printf("Incorrect option\n");
454             puts(help);
455             return 0;
456         }
457     }
458 
459     if( !intrinsicsFilename || !outprefix ||
460         boardSize.width <= 0 || boardSize.height <= 0 )
461     {
462         printf("Some of the required parameters are missing\n");
463         puts(help);
464         return 0;
465     }
466 
467     Mat cameraMatrix, distCoeffs;
468     Size calibratedImageSize;
469     readCameraMatrix(intrinsicsFilename, cameraMatrix, distCoeffs, calibratedImageSize );
470 
471     VideoCapture capture;
472     if( inputName )
473     {
474         if( !readStringList(inputName, imageList) &&
475             !capture.open(inputName))
476         {
477             fprintf( stderr, "The input file could not be opened\n" );
478             return -1;
479         }
480     }
481     else
482         capture.open(cameraId);
483 
484     if( !capture.isOpened() && imageList.empty() )
485         return fprintf( stderr, "Could not initialize video capture\n" ), -2;
486 
487     const char* outbarename = 0;
488     {
489         outbarename = strrchr(outprefix, '/');
490         const char* tmp = strrchr(outprefix, '\\');
491         char cmd[1000];
492         sprintf(cmd, "mkdir %s", outprefix);
493         if( tmp && tmp > outbarename )
494             outbarename = tmp;
495         if( outbarename )
496         {
497             cmd[6 + outbarename - outprefix] = '\0';
498             int result = system(cmd);
499             CV_Assert(result == 0);
500             outbarename++;
501         }
502         else
503             outbarename = outprefix;
504     }
505 
506     Mat frame, shownFrame, selectedObjFrame, mapxy;
507 
508     namedWindow("View", 1);
509     namedWindow("Selected Object", 1);
510     setMouseCallback("View", onMouse, 0);
511     bool boardFound = false;
512 
513     string indexFilename = format("%s_index.yml", outprefix);
514 
515     vector<string> capturedImgList;
516     vector<Rect> roiList;
517     vector<Vec6f> poseList;
518     vector<Point3f> box, boardPoints;
519 
520     readModelViews(indexFilename, box, capturedImgList, roiList, poseList);
521     calcChessboardCorners(boardSize, (float)squareSize, boardPoints);
522     int frameIdx = 0;
523     bool grabNext = !imageList.empty();
524 
525     puts(screen_help);
526 
527     for(int i = 0;;i++)
528     {
529         Mat frame0;
530         if( !imageList.empty() )
531         {
532             if( i < (int)imageList.size() )
533                 frame0 = imread(string(imageList[i]), 1);
534         }
535         else
536             capture >> frame0;
537         if( frame0.empty() )
538             break;
539         if( frame.empty() )
540         {
541             if( frame0.size() != calibratedImageSize )
542             {
543                 double sx = (double)frame0.cols/calibratedImageSize.width;
544                 double sy = (double)frame0.rows/calibratedImageSize.height;
545 
546                 // adjust the camera matrix for the new resolution
547                 cameraMatrix.at<double>(0,0) *= sx;
548                 cameraMatrix.at<double>(0,2) *= sx;
549                 cameraMatrix.at<double>(1,1) *= sy;
550                 cameraMatrix.at<double>(1,2) *= sy;
551             }
552             Mat dummy;
553             initUndistortRectifyMap(cameraMatrix, distCoeffs, Mat(),
554                                     cameraMatrix, frame0.size(),
555                                     CV_32FC2, mapxy, dummy );
556             distCoeffs = Mat::zeros(5, 1, CV_64F);
557         }
558         remap(frame0, frame, mapxy, Mat(), INTER_LINEAR);
559         vector<Point2f> foundBoardCorners;
560         boardFound = findChessboardCorners(frame, boardSize, foundBoardCorners);
561 
562         Mat rvec, tvec;
563         if( boardFound )
564             solvePnP(Mat(boardPoints), Mat(foundBoardCorners), cameraMatrix,
565                      distCoeffs, rvec, tvec, false);
566 
567         frame.copyTo(shownFrame);
568         drawChessboardCorners(shownFrame, boardSize, Mat(foundBoardCorners), boardFound);
569         selectedObjFrame = Mat::zeros(frame.size(), frame.type());
570 
571         if( boardFound && grabNext )
572         {
573             if( box.empty() )
574             {
575                 int code = select3DBox("View", "Selected Object", frame,
576                                         cameraMatrix, rvec, tvec, box);
577                 if( code == -100 )
578                     break;
579             }
580 
581             if( !box.empty() )
582             {
583                 Rect r = extract3DBox(frame, shownFrame, selectedObjFrame,
584                                       cameraMatrix, rvec, tvec, box, 4, true);
585                 if( r.area() )
586                 {
587                     const int maxFrameIdx = 10000;
588                     char path[1000];
589                     for(;frameIdx < maxFrameIdx;frameIdx++)
590                     {
591                         sprintf(path, "%s%04d.jpg", outprefix, frameIdx);
592                         FILE* f = fopen(path, "rb");
593                         if( !f )
594                             break;
595                         fclose(f);
596                     }
597                     if( frameIdx == maxFrameIdx )
598                     {
599                         printf("Can not save the image as %s<...>.jpg", outprefix);
600                         break;
601                     }
602                     imwrite(path, selectedObjFrame(r));
603 
604                     capturedImgList.push_back(string(path));
605                     roiList.push_back(r);
606 
607                     float p[6];
608                     Mat RV(3, 1, CV_32F, p), TV(3, 1, CV_32F, p+3);
609                     rvec.convertTo(RV, RV.type());
610                     tvec.convertTo(TV, TV.type());
611                     poseList.push_back(Vec6f(p[0], p[1], p[2], p[3], p[4], p[5]));
612                 }
613             }
614             grabNext = !imageList.empty();
615         }
616 
617         imshow("View", shownFrame);
618         imshow("Selected Object", selectedObjFrame);
619         int c = waitKey(imageList.empty() && !box.empty() ? 30 : 300);
620         if( c == 'q' || c == 'Q' )
621             break;
622         if( c == '\r' || c == '\n' )
623             grabNext = true;
624     }
625 
626     writeModelViews(indexFilename, box, capturedImgList, roiList, poseList);
627     return 0;
628 }
629