1 #include "opencv2/video/background_segm.hpp"
2 #include "opencv2/legacy/blobtrack.hpp"
3 #include "opencv2/highgui/highgui.hpp"
4 #include <opencv2/imgproc/imgproc_c.h>
8 /* Select appropriate case insensitive string comparison function: */
9 #if defined WIN32 || defined _MSC_VER
10 #define MY_STRNICMP strnicmp
11 #define MY_STRICMP stricmp
13 #define MY_STRNICMP strncasecmp
14 #define MY_STRICMP strcasecmp
17 /* List of foreground (FG) DETECTION modules: */
18 static CvFGDetector* cvCreateFGDetector0 () { return cvCreateFGDetectorBase(CV_BG_MODEL_FGD, NULL); }
19 static CvFGDetector* cvCreateFGDetector0Simple() { return cvCreateFGDetectorBase(CV_BG_MODEL_FGD_SIMPLE, NULL); }
20 static CvFGDetector* cvCreateFGDetector1 () { return cvCreateFGDetectorBase(CV_BG_MODEL_MOG, NULL); }
22 typedef struct DefModule_FGDetector
24 CvFGDetector* (*create)();
26 const char* description;
27 } DefModule_FGDetector;
29 DefModule_FGDetector FGDetector_Modules[] =
31 {cvCreateFGDetector0,"FG_0","Foreground Object Detection from Videos Containing Complex Background. ACM MM2003."},
32 {cvCreateFGDetector0Simple,"FG_0S","Simplified version of FG_0"},
33 {cvCreateFGDetector1,"FG_1","Adaptive background mixture models for real-time tracking. CVPR1999"},
37 /* List of BLOB DETECTION modules: */
38 typedef struct DefModule_BlobDetector
40 CvBlobDetector* (*create)();
42 const char* description;
43 } DefModule_BlobDetector;
45 DefModule_BlobDetector BlobDetector_Modules[] =
47 {cvCreateBlobDetectorCC,"BD_CC","Detect new blob by tracking CC of FG mask"},
48 {cvCreateBlobDetectorSimple,"BD_Simple","Detect new blob by uniform moving of connected components of FG mask"},
52 /* List of BLOB TRACKING modules: */
53 typedef struct DefModule_BlobTracker
55 CvBlobTracker* (*create)();
57 const char* description;
58 } DefModule_BlobTracker;
60 DefModule_BlobTracker BlobTracker_Modules[] =
62 {cvCreateBlobTrackerCCMSPF,"CCMSPF","connected component tracking and MSPF resolver for collision"},
63 {cvCreateBlobTrackerCC,"CC","Simple connected component tracking"},
64 {cvCreateBlobTrackerMS,"MS","Mean shift algorithm "},
65 {cvCreateBlobTrackerMSFG,"MSFG","Mean shift algorithm with FG mask using"},
66 {cvCreateBlobTrackerMSPF,"MSPF","Particle filtering based on MS weight"},
70 /* List of BLOB TRAJECTORY GENERATION modules: */
71 typedef struct DefModule_BlobTrackGen
73 CvBlobTrackGen* (*create)();
75 const char* description;
76 } DefModule_BlobTrackGen;
78 DefModule_BlobTrackGen BlobTrackGen_Modules[] =
80 {cvCreateModuleBlobTrackGenYML,"YML","Generate track record in YML format as synthetic video data"},
81 {cvCreateModuleBlobTrackGen1,"RawTracks","Generate raw track record (x,y,sx,sy),()... in each line"},
85 /* List of BLOB TRAJECTORY POST PROCESSING modules: */
86 typedef struct DefModule_BlobTrackPostProc
88 CvBlobTrackPostProc* (*create)();
90 const char* description;
91 } DefModule_BlobTrackPostProc;
93 DefModule_BlobTrackPostProc BlobTrackPostProc_Modules[] =
95 {cvCreateModuleBlobTrackPostProcKalman,"Kalman","Kalman filtering of blob position and size"},
96 {NULL,"None","No post processing filter"},
97 // {cvCreateModuleBlobTrackPostProcTimeAverRect,"TimeAverRect","Average by time using rectangle window"},
98 // {cvCreateModuleBlobTrackPostProcTimeAverExp,"TimeAverExp","Average by time using exponential window"},
102 /* List of BLOB TRAJECTORY ANALYSIS modules: */
103 CvBlobTrackAnalysis* cvCreateModuleBlobTrackAnalysisDetector();
105 typedef struct DefModule_BlobTrackAnalysis
107 CvBlobTrackAnalysis* (*create)();
108 const char* nickname;
109 const char* description;
110 } DefModule_BlobTrackAnalysis;
112 DefModule_BlobTrackAnalysis BlobTrackAnalysis_Modules[] =
114 {cvCreateModuleBlobTrackAnalysisHistPVS,"HistPVS","Histogram of 5D feature vector analysis (x,y,vx,vy,state)"},
115 {NULL,"None","No trajectory analiser"},
116 {cvCreateModuleBlobTrackAnalysisHistP,"HistP","Histogram of 2D feature vector analysis (x,y)"},
117 {cvCreateModuleBlobTrackAnalysisHistPV,"HistPV","Histogram of 4D feature vector analysis (x,y,vx,vy)"},
118 {cvCreateModuleBlobTrackAnalysisHistSS,"HistSS","Histogram of 4D feature vector analysis (startpos,endpos)"},
119 {cvCreateModuleBlobTrackAnalysisTrackDist,"TrackDist","Compare tracks directly"},
120 {cvCreateModuleBlobTrackAnalysisIOR,"IOR","Integrator (by OR operation) of several analysers "},
124 /* List of Blob Trajectory ANALYSIS modules: */
125 /*================= END MODULES DECRIPTION ===================================*/
127 /* Run pipeline on all frames: */
128 static int RunBlobTrackingAuto( CvCapture* pCap, CvBlobTrackerAuto* pTracker,char* fgavi_name = NULL, char* btavi_name = NULL )
130 int OneFrameProcess = 0;
133 CvVideoWriter* pFGAvi = NULL;
134 CvVideoWriter* pBTAvi = NULL;
136 //cvNamedWindow( "FG", 0 );
139 for( FrameNum=0; pCap && (key=cvWaitKey(OneFrameProcess?0:1))!=27;
142 IplImage* pImg = NULL;
143 IplImage* pMask = NULL;
148 if(key=='r')OneFrameProcess = 0;
151 pImg = cvQueryFrame(pCap);
152 if(pImg == NULL) break;
156 pTracker->Process(pImg, pMask);
159 if(pTracker->GetFGMask())
161 IplImage* pFG = pTracker->GetFGMask();
162 CvSize S = cvSize(pFG->width,pFG->height);
163 static IplImage* pI = NULL;
165 if(pI==NULL)pI = cvCreateImage(S,pFG->depth,3);
166 cvCvtColor( pFG, pI, CV_GRAY2BGR );
169 { /* Save fg to avi file: */
172 pFGAvi=cvCreateVideoWriter(
174 CV_FOURCC('x','v','i','d'),
178 cvWriteFrame( pFGAvi, pI );
181 if(pTracker->GetBlobNum()>0)
182 { /* Draw detected blobs: */
184 for(i=pTracker->GetBlobNum();i>0;i--)
186 CvBlob* pB = pTracker->GetBlob(i-1);
187 CvPoint p = cvPointFrom32f(CV_BLOB_CENTER(pB));
188 CvSize s = cvSize(MAX(1,cvRound(CV_BLOB_RX(pB))), MAX(1,cvRound(CV_BLOB_RY(pB))));
189 int c = cvRound(255*pTracker->GetState(CV_BLOB_ID(pB)));
194 CV_RGB(c,255-c,0), cvRound(1+(3*c)/255) );
198 cvNamedWindow( "FG",0);
199 cvShowImage( "FG",pI);
203 /* Draw debug info: */
205 { /* Draw all information about test sequence: */
207 int line_type = CV_AA; // Change it to 8 to see non-antialiased graphics.
210 IplImage* pI = cvCloneImage(pImg);
212 cvInitFont( &font, CV_FONT_HERSHEY_PLAIN, 0.7, 0.7, 0, 1, line_type );
214 for(i=pTracker->GetBlobNum(); i>0; i--)
217 CvBlob* pB = pTracker->GetBlob(i-1);
218 CvPoint p = cvPoint(cvRound(pB->x*256),cvRound(pB->y*256));
219 CvSize s = cvSize(MAX(1,cvRound(CV_BLOB_RX(pB)*256)), MAX(1,cvRound(CV_BLOB_RY(pB)*256)));
220 int c = cvRound(255*pTracker->GetState(CV_BLOB_ID(pB)));
226 CV_RGB(c,255-c,0), cvRound(1+(3*0)/255), CV_AA, 8 );
232 sprintf(str,"%03d",CV_BLOB_ID(pB));
233 cvGetTextSize( str, &font, &TextSize, NULL );
235 cvPutText( pI, str, p, &font, CV_RGB(0,255,255));
237 const char* pS = pTracker->GetStateDesc(CV_BLOB_ID(pB));
241 char* pStr = strdup(pS);
242 char* pStrFree = pStr;
244 while (pStr && strlen(pStr) > 0)
246 char* str_next = strchr(pStr,'\n');
254 p.y += TextSize.height+1;
255 cvPutText( pI, pStr, p, &font, CV_RGB(0,255,255));
264 cvNamedWindow( "Tracking", 0);
265 cvShowImage( "Tracking",pI );
268 { /* Save to avi file: */
269 CvSize S = cvSize(pI->width,pI->height);
272 pBTAvi=cvCreateVideoWriter(
274 CV_FOURCC('x','v','i','d'),
278 cvWriteFrame( pBTAvi, pI );
282 } /* Draw all information about test sequence. */
285 if(pFGAvi)cvReleaseVideoWriter( &pFGAvi );
286 if(pBTAvi)cvReleaseVideoWriter( &pBTAvi );
288 } /* RunBlobTrackingAuto */
290 /* Read parameters from command line
291 * and transfer to specified module:
293 static void set_params(int argc, char* argv[], CvVSModule* pM, const char* prefix, const char* module)
295 int prefix_len = strlen(prefix);
297 for(i=0; i<argc; ++i)
303 if(MY_STRNICMP(prefix,cmd,prefix_len)!=0) continue;
305 if(cmd[0]!=':')continue;
308 ptr_eq = strchr(cmd,'=');
309 if(ptr_eq)cmd_param_len = ptr_eq-cmd;
314 const char* param = pM->GetParamName(j);
315 if(param==NULL) break;
316 param_len = strlen(param);
317 if(cmd_param_len!=param_len) continue;
318 if(MY_STRNICMP(param,cmd,param_len)!=0) continue;
320 if(cmd[0]!='=')continue;
322 pM->SetParamStr(param,cmd);
323 printf("%s:%s param set to %g\n",module,param,pM->GetParam(param));
331 /* Print all parameter values for given module: */
332 static void print_params(CvVSModule* pM, const char* module, const char* log_name)
334 FILE* log = log_name?fopen(log_name,"at"):NULL;
336 if(pM->GetParamName(0) == NULL ) return;
339 printf("%s(%s) module parameters:\n",module,pM->GetNickName());
341 fprintf(log,"%s(%s) module parameters:\n",module,pM->GetNickName());
345 const char* param = pM->GetParamName(i);
346 const char* str = param?pM->GetParamStr(param):NULL;
347 if(param == NULL)break;
350 printf(" %s: %s\n",param,str);
352 fprintf(log," %s: %s\n",param,str);
356 printf(" %s: %g\n",param,pM->GetParam(param));
358 fprintf(log," %s: %g\n",param,pM->GetParam(param));
366 int main(int argc, char* argv[])
367 { /* Main function: */
368 CvCapture* pCap = NULL;
369 CvBlobTrackerAutoParam1 param = {0};
370 CvBlobTrackerAuto* pTracker = NULL;
373 const char* scale_name = NULL;
374 char* yml_name = NULL;
375 char** yml_video_names = NULL;
376 int yml_video_num = 0;
377 char* avi_name = NULL;
378 const char* fg_name = NULL;
379 char* fgavi_name = NULL;
380 char* btavi_name = NULL;
381 const char* bd_name = NULL;
382 const char* bt_name = NULL;
383 const char* btgen_name = NULL;
384 const char* btpp_name = NULL;
385 const char* bta_name = NULL;
386 char* bta_data_name = NULL;
387 char* track_name = NULL;
388 char* comment_name = NULL;
389 char* FGTrainFrames = NULL;
390 char* log_name = NULL;
391 char* savestate_name = NULL;
392 char* loadstate_name = NULL;
393 const char* bt_corr = NULL;
394 DefModule_FGDetector* pFGModule = NULL;
395 DefModule_BlobDetector* pBDModule = NULL;
396 DefModule_BlobTracker* pBTModule = NULL;
397 DefModule_BlobTrackPostProc* pBTPostProcModule = NULL;
398 DefModule_BlobTrackGen* pBTGenModule = NULL;
399 DefModule_BlobTrackAnalysis* pBTAnalysisModule = NULL;
401 cvInitSystem(argc, argv);
406 printf("blobtrack [fg=<fg_name>] [bd=<bd_name>]\n"
407 " [bt=<bt_name>] [btpp=<btpp_name>]\n"
409 " [bta_data=<bta_data_name>\n"
410 " [bt_corr=<bt_corr_way>]\n"
411 " [btgen=<btgen_name>]\n"
412 " [track=<track_file_name>]\n"
413 " [scale=<scale val>] [noise=<noise_name>] [IVar=<IVar_name>]\n"
414 " [FGTrainFrames=<FGTrainFrames>]\n"
415 " [btavi=<avi output>] [fgavi=<avi output on FG>]\n"
418 printf(" <bt_corr_way> is the method of blob position correction for the \"Blob Tracking\" module\n"
419 " <bt_corr_way>=none,PostProcRes\n"
420 " <FGTrainFrames> is number of frames for FG training\n"
421 " <track_file_name> is file name for save tracked trajectories\n"
422 " <bta_data> is file name for data base of trajectory analysis module\n"
423 " <avi_file> is file name of avi to process by BlobTrackerAuto\n");
426 #define PR(_name,_m,_mt)\
427 printf("<%s> is \"%s\" module name and can be:\n",_name,_mt);\
428 for(i=0; _m[i].nickname; ++i)\
430 printf(" %d. %s",i+1,_m[i].nickname);\
431 if(_m[i].description)printf(" - %s",_m[i].description);\
435 PR("fg_name",FGDetector_Modules,"FG/BG Detection");
436 PR("bd_name",BlobDetector_Modules,"Blob Entrance Detection");
437 PR("bt_name",BlobTracker_Modules,"Blob Tracking");
438 PR("btpp_name",BlobTrackPostProc_Modules, "Blob Trajectory Post Processing");
439 PR("btgen_name",BlobTrackGen_Modules, "Blob Trajectory Generation");
440 PR("bta_name",BlobTrackAnalysis_Modules, "Blob Trajectory Analysis");
445 { /* Parse arguments: */
447 for(i=1; i<argc; ++i)
450 size_t len = strlen(argv[i]);
451 #define RO(_n1,_n2) if(strncmp(argv[i],_n1,strlen(_n1))==0) {_n2 = argv[i]+strlen(_n1);bParsed=1;};
453 RO("fgavi=",fgavi_name);
454 RO("btavi=",btavi_name);
457 RO("bt_corr=",bt_corr);
458 RO("btpp=",btpp_name);
460 RO("bta_data=",bta_data_name);
461 RO("btgen=",btgen_name);
462 RO("track=",track_name);
463 RO("comment=",comment_name);
464 RO("FGTrainFrames=",FGTrainFrames);
466 RO("savestate=",savestate_name);
467 RO("loadstate=",loadstate_name);
470 char* ext = argv[i] + len-4;
471 if( strrchr(argv[i],'=') == NULL &&
473 (len>3 && (MY_STRICMP(ext,".avi") == 0 )))
478 } /* Next argument. */
480 } /* Parse arguments. */
483 { /* Set Trajectory Generator module: */
485 if(!btgen_name)btgen_name=BlobTrackGen_Modules[0].nickname;
487 for(i=0; BlobTrackGen_Modules[i].nickname; ++i)
489 if(MY_STRICMP(BlobTrackGen_Modules[i].nickname,btgen_name)==0)
490 pBTGenModule = BlobTrackGen_Modules + i;
492 } /* Set Trajectory Generato module. */
494 /* Initialize postprocessing module if tracker
495 * correction by postprocessing is required.
497 if(bt_corr && MY_STRICMP(bt_corr,"PostProcRes")!=0 && !btpp_name)
500 if(MY_STRICMP(btpp_name,"none")!=0)bt_corr = "PostProcRes";
503 { /* Set default parameters for one processing: */
504 if(!bt_corr) bt_corr = "none";
505 if(!fg_name) fg_name = FGDetector_Modules[0].nickname;
506 if(!bd_name) bd_name = BlobDetector_Modules[0].nickname;
507 if(!bt_name) bt_name = BlobTracker_Modules[0].nickname;
508 if(!btpp_name) btpp_name = BlobTrackPostProc_Modules[0].nickname;
509 if(!bta_name) bta_name = BlobTrackAnalysis_Modules[0].nickname;
510 if(!scale_name) scale_name = "1";
514 scale = (float)atof(scale_name);
516 for(pFGModule=FGDetector_Modules; pFGModule->nickname; ++pFGModule)
517 if( fg_name && MY_STRICMP(fg_name,pFGModule->nickname)==0 ) break;
519 for(pBDModule=BlobDetector_Modules; pBDModule->nickname; ++pBDModule)
520 if( bd_name && MY_STRICMP(bd_name,pBDModule->nickname)==0 ) break;
522 for(pBTModule=BlobTracker_Modules; pBTModule->nickname; ++pBTModule)
523 if( bt_name && MY_STRICMP(bt_name,pBTModule->nickname)==0 ) break;
525 for(pBTPostProcModule=BlobTrackPostProc_Modules; pBTPostProcModule->nickname; ++pBTPostProcModule)
526 if( btpp_name && MY_STRICMP(btpp_name,pBTPostProcModule->nickname)==0 ) break;
528 for(pBTAnalysisModule=BlobTrackAnalysis_Modules; pBTAnalysisModule->nickname; ++pBTAnalysisModule)
529 if( bta_name && MY_STRICMP(bta_name,pBTAnalysisModule->nickname)==0 ) break;
531 /* Create source video: */
533 pCap = cvCaptureFromFile(avi_name);
537 printf("Can't open %s file\n",avi_name);
542 { /* Display parameters: */
544 FILE* log = log_name?fopen(log_name,"at"):NULL;
546 { /* Print to log file: */
547 fprintf(log,"\n=== Blob Tracking pipline in processing mode===\n");
550 fprintf(log,"AVIFile: %s\n",avi_name);
552 fprintf(log,"FGDetector: %s\n", pFGModule->nickname);
553 fprintf(log,"BlobDetector: %s\n", pBDModule->nickname);
554 fprintf(log,"BlobTracker: %s\n", pBTModule->nickname);
555 fprintf(log,"BlobTrackPostProc: %s\n", pBTPostProcModule->nickname);
556 fprintf(log,"BlobCorrection: %s\n", bt_corr);
558 fprintf(log,"Blob Trajectory Generator: %s (%s)\n",
559 pBTGenModule?pBTGenModule->nickname:"None",
560 track_name?track_name:"none");
562 fprintf(log,"BlobTrackAnalysis: %s\n", pBTAnalysisModule->nickname);
566 printf("\n=== Blob Tracking pipline in %s mode===\n","processing");
569 printf("ConfigFile: %s\n",yml_name);
570 printf("BG: %s\n",yml_video_names[0]);
572 for(i=1;i<(yml_video_num);++i){printf("%s",yml_video_names[i]);if((i+1)<yml_video_num)printf("|");};
577 printf("AVIFile: %s\n",avi_name);
579 printf("FGDetector: %s\n", pFGModule->nickname);
580 printf("BlobDetector: %s\n", pBDModule->nickname);
581 printf("BlobTracker: %s\n", pBTModule->nickname);
582 printf("BlobTrackPostProc: %s\n", pBTPostProcModule->nickname);
583 printf("BlobCorrection: %s\n", bt_corr);
585 printf("Blob Trajectory Generator: %s (%s)\n",
586 pBTGenModule?pBTGenModule->nickname:"None",
587 track_name?track_name:"none");
589 printf("BlobTrackAnalysis: %s\n", pBTAnalysisModule->nickname);
591 } /* Display parameters. */
593 { /* Create autotracker module and its components: */
594 param.FGTrainFrames = FGTrainFrames?atoi(FGTrainFrames):0;
596 /* Create FG Detection module: */
597 param.pFG = pFGModule->create();
599 puts("Can not create FGDetector module");
600 param.pFG->SetNickName(pFGModule->nickname);
601 set_params(argc, argv, param.pFG, "fg", pFGModule->nickname);
603 /* Create Blob Entrance Detection module: */
604 param.pBD = pBDModule->create();
606 puts("Can not create BlobDetector module");
607 param.pBD->SetNickName(pBDModule->nickname);
608 set_params(argc, argv, param.pBD, "bd", pBDModule->nickname);
610 /* Create blob tracker module: */
611 param.pBT = pBTModule->create();
613 puts("Can not create BlobTracker module");
614 param.pBT->SetNickName(pBTModule->nickname);
615 set_params(argc, argv, param.pBT, "bt", pBTModule->nickname);
617 /* Create blob trajectory generation module: */
619 if(pBTGenModule && track_name && pBTGenModule->create)
621 param.pBTGen = pBTGenModule->create();
622 param.pBTGen->SetFileName(track_name);
626 param.pBTGen->SetNickName(pBTGenModule->nickname);
627 set_params(argc, argv, param.pBTGen, "btgen", pBTGenModule->nickname);
630 /* Create blob trajectory post processing module: */
632 if(pBTPostProcModule && pBTPostProcModule->create)
634 param.pBTPP = pBTPostProcModule->create();
638 param.pBTPP->SetNickName(pBTPostProcModule->nickname);
639 set_params(argc, argv, param.pBTPP, "btpp", pBTPostProcModule->nickname);
642 param.UsePPData = (bt_corr && MY_STRICMP(bt_corr,"PostProcRes")==0);
644 /* Create blob trajectory analysis module: */
646 if(pBTAnalysisModule && pBTAnalysisModule->create)
648 param.pBTA = pBTAnalysisModule->create();
649 param.pBTA->SetFileName(bta_data_name);
653 param.pBTA->SetNickName(pBTAnalysisModule->nickname);
654 set_params(argc, argv, param.pBTA, "bta", pBTAnalysisModule->nickname);
657 /* Create whole pipline: */
658 pTracker = cvCreateBlobTrackerAuto1(¶m);
660 puts("Can not create BlobTrackerAuto");
663 { /* Load states of each module from state file: */
664 CvFileStorage* fs = NULL;
666 fs=cvOpenFileStorage(loadstate_name,NULL,CV_STORAGE_READ);
669 printf("Load states for modules...\n");
672 CvFileNode* fn = cvGetFileNodeByName(fs,NULL,"BlobTracker");
673 param.pBT->LoadState(fs,fn);
678 CvFileNode* fn = cvGetFileNodeByName(fs,NULL,"BlobTrackAnalyser");
679 param.pBTA->LoadState(fs,fn);
684 CvFileNode* fn = cvGetFileNodeByName(fs,NULL,"BlobTrackerAuto");
685 pTracker->LoadState(fs,fn);
688 cvReleaseFileStorage(&fs);
689 printf("... Modules states loaded\n");
691 } /* Load states of each module. */
693 { /* Print module parameters: */
699 {(CvVSModule*)param.pFG,"FGdetector"},
700 {(CvVSModule*)param.pBD,"BlobDetector"},
701 {(CvVSModule*)param.pBT,"BlobTracker"},
702 {(CvVSModule*)param.pBTGen,"TrackGen"},
703 {(CvVSModule*)param.pBTPP,"PostProcessing"},
704 {(CvVSModule*)param.pBTA,"TrackAnalysis"},
708 for(i=0; Modules[i].name; ++i)
711 print_params(Modules[i].pM,Modules[i].name,log_name);
713 } /* Print module parameters. */
716 RunBlobTrackingAuto( pCap, pTracker, fgavi_name, btavi_name );
718 { /* Save state and release modules: */
719 CvFileStorage* fs = NULL;
722 fs=cvOpenFileStorage(savestate_name,NULL,CV_STORAGE_WRITE);
726 cvStartWriteStruct(fs,"BlobTracker",CV_NODE_MAP);
727 if(param.pBT)param.pBT->SaveState(fs);
728 cvEndWriteStruct(fs);
729 cvStartWriteStruct(fs,"BlobTrackerAuto",CV_NODE_MAP);
730 if(pTracker)pTracker->SaveState(fs);
731 cvEndWriteStruct(fs);
732 cvStartWriteStruct(fs,"BlobTrackAnalyser",CV_NODE_MAP);
733 if(param.pBTA)param.pBTA->SaveState(fs);
734 cvEndWriteStruct(fs);
735 cvReleaseFileStorage(&fs);
737 if(param.pBT)cvReleaseBlobTracker(¶m.pBT);
738 if(param.pBD)cvReleaseBlobDetector(¶m.pBD);
739 if(param.pBTGen)cvReleaseBlobTrackGen(¶m.pBTGen);
740 if(param.pBTA)cvReleaseBlobTrackAnalysis(¶m.pBTA);
741 if(param.pFG)cvReleaseFGDetector(¶m.pFG);
742 if(pTracker)cvReleaseBlobTrackerAuto(&pTracker);
744 } /* Save state and release modules. */
747 cvReleaseCapture(&pCap);