blobtrack_sample.cpp 26.3 KB
Newer Older
1 2
#include "opencv2/video/background_segm.hpp"
#include "opencv2/legacy/blobtrack.hpp"
3
#include "opencv2/legacy/legacy.hpp"
4
#include <opencv2/highgui/highgui_c.h>
5 6
#include <opencv2/imgproc/imgproc_c.h>

7 8 9 10
#include <stdio.h>

/* Select appropriate case insensitive string comparison function: */
#if defined WIN32 || defined _MSC_VER
ilya-lavrenov's avatar
ilya-lavrenov committed
11 12 13
# define MY_STRNICMP _strnicmp
# define MY_STRICMP _stricmp
# define MY_STRDUP _strdup
14
#else
ilya-lavrenov's avatar
ilya-lavrenov committed
15 16 17
# define MY_STRNICMP strncasecmp
# define MY_STRICMP strcasecmp
# define MY_STRDUP strdup
18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243
#endif

/* List of foreground (FG) DETECTION modules: */
static CvFGDetector* cvCreateFGDetector0      () { return cvCreateFGDetectorBase(CV_BG_MODEL_FGD,        NULL); }
static CvFGDetector* cvCreateFGDetector0Simple() { return cvCreateFGDetectorBase(CV_BG_MODEL_FGD_SIMPLE, NULL); }
static CvFGDetector* cvCreateFGDetector1      () { return cvCreateFGDetectorBase(CV_BG_MODEL_MOG,        NULL); }

typedef struct DefModule_FGDetector
{
    CvFGDetector* (*create)();
    const char* nickname;
    const char* description;
} DefModule_FGDetector;

DefModule_FGDetector FGDetector_Modules[] =
{
    {cvCreateFGDetector0,"FG_0","Foreground Object Detection from Videos Containing Complex Background. ACM MM2003."},
    {cvCreateFGDetector0Simple,"FG_0S","Simplified version of FG_0"},
    {cvCreateFGDetector1,"FG_1","Adaptive background mixture models for real-time tracking. CVPR1999"},
    {NULL,NULL,NULL}
};

/* List of BLOB DETECTION modules: */
typedef struct DefModule_BlobDetector
{
    CvBlobDetector* (*create)();
    const char* nickname;
    const char* description;
} DefModule_BlobDetector;

DefModule_BlobDetector BlobDetector_Modules[] =
{
    {cvCreateBlobDetectorCC,"BD_CC","Detect new blob by tracking CC of FG mask"},
    {cvCreateBlobDetectorSimple,"BD_Simple","Detect new blob by uniform moving of connected components of FG mask"},
    {NULL,NULL,NULL}
};

/* List of BLOB TRACKING modules: */
typedef struct DefModule_BlobTracker
{
    CvBlobTracker* (*create)();
    const char* nickname;
    const char* description;
} DefModule_BlobTracker;

DefModule_BlobTracker BlobTracker_Modules[] =
{
    {cvCreateBlobTrackerCCMSPF,"CCMSPF","connected component tracking and MSPF resolver for collision"},
    {cvCreateBlobTrackerCC,"CC","Simple connected component tracking"},
    {cvCreateBlobTrackerMS,"MS","Mean shift algorithm "},
    {cvCreateBlobTrackerMSFG,"MSFG","Mean shift algorithm with FG mask using"},
    {cvCreateBlobTrackerMSPF,"MSPF","Particle filtering based on MS weight"},
    {NULL,NULL,NULL}
};

/* List of BLOB TRAJECTORY GENERATION modules: */
typedef struct DefModule_BlobTrackGen
{
    CvBlobTrackGen* (*create)();
    const char* nickname;
    const char* description;
} DefModule_BlobTrackGen;

DefModule_BlobTrackGen BlobTrackGen_Modules[] =
{
    {cvCreateModuleBlobTrackGenYML,"YML","Generate track record in YML format as synthetic video data"},
    {cvCreateModuleBlobTrackGen1,"RawTracks","Generate raw track record (x,y,sx,sy),()... in each line"},
    {NULL,NULL,NULL}
};

/* List of BLOB TRAJECTORY POST PROCESSING modules: */
typedef struct DefModule_BlobTrackPostProc
{
    CvBlobTrackPostProc* (*create)();
    const char* nickname;
    const char* description;
} DefModule_BlobTrackPostProc;

DefModule_BlobTrackPostProc BlobTrackPostProc_Modules[] =
{
    {cvCreateModuleBlobTrackPostProcKalman,"Kalman","Kalman filtering of blob position and size"},
    {NULL,"None","No post processing filter"},
//    {cvCreateModuleBlobTrackPostProcTimeAverRect,"TimeAverRect","Average by time using rectangle window"},
//    {cvCreateModuleBlobTrackPostProcTimeAverExp,"TimeAverExp","Average by time using exponential window"},
    {NULL,NULL,NULL}
};

/* List of BLOB TRAJECTORY ANALYSIS modules: */
CvBlobTrackAnalysis* cvCreateModuleBlobTrackAnalysisDetector();

typedef struct DefModule_BlobTrackAnalysis
{
    CvBlobTrackAnalysis* (*create)();
    const char* nickname;
    const char* description;
} DefModule_BlobTrackAnalysis;

DefModule_BlobTrackAnalysis BlobTrackAnalysis_Modules[] =
{
    {cvCreateModuleBlobTrackAnalysisHistPVS,"HistPVS","Histogram of 5D feature vector analysis (x,y,vx,vy,state)"},
    {NULL,"None","No trajectory analiser"},
    {cvCreateModuleBlobTrackAnalysisHistP,"HistP","Histogram of 2D feature vector analysis (x,y)"},
    {cvCreateModuleBlobTrackAnalysisHistPV,"HistPV","Histogram of 4D feature vector analysis (x,y,vx,vy)"},
    {cvCreateModuleBlobTrackAnalysisHistSS,"HistSS","Histogram of 4D feature vector analysis (startpos,endpos)"},
    {cvCreateModuleBlobTrackAnalysisTrackDist,"TrackDist","Compare tracks directly"},
    {cvCreateModuleBlobTrackAnalysisIOR,"IOR","Integrator (by OR operation) of several analysers "},
    {NULL,NULL,NULL}
};

/* List of Blob Trajectory ANALYSIS modules: */
/*================= END MODULES DECRIPTION ===================================*/

/* Run pipeline on all frames: */
static int RunBlobTrackingAuto( CvCapture* pCap, CvBlobTrackerAuto* pTracker,char* fgavi_name = NULL, char* btavi_name = NULL )
{
    int                     OneFrameProcess = 0;
    int                     key;
    int                     FrameNum = 0;
    CvVideoWriter*          pFGAvi = NULL;
    CvVideoWriter*          pBTAvi = NULL;

    //cvNamedWindow( "FG", 0 );

    /* Main loop: */
    for( FrameNum=0; pCap && (key=cvWaitKey(OneFrameProcess?0:1))!=27;
         FrameNum++)
    {   /* Main loop: */
        IplImage*   pImg  = NULL;
        IplImage*   pMask = NULL;

        if(key!=-1)
        {
            OneFrameProcess = 1;
            if(key=='r')OneFrameProcess = 0;
        }

        pImg = cvQueryFrame(pCap);
        if(pImg == NULL) break;


        /* Process: */
        pTracker->Process(pImg, pMask);

        if(fgavi_name)
        if(pTracker->GetFGMask())
        {   /* Debug FG: */
            IplImage*           pFG = pTracker->GetFGMask();
            CvSize              S = cvSize(pFG->width,pFG->height);
            static IplImage*    pI = NULL;

            if(pI==NULL)pI = cvCreateImage(S,pFG->depth,3);
            cvCvtColor( pFG, pI, CV_GRAY2BGR );

            if(fgavi_name)
            {   /* Save fg to avi file: */
                if(pFGAvi==NULL)
                {
                    pFGAvi=cvCreateVideoWriter(
                        fgavi_name,
                        CV_FOURCC('x','v','i','d'),
                        25,
                        S );
                }
                cvWriteFrame( pFGAvi, pI );
            }

            if(pTracker->GetBlobNum()>0)
            {   /* Draw detected blobs: */
                int i;
                for(i=pTracker->GetBlobNum();i>0;i--)
                {
                    CvBlob* pB = pTracker->GetBlob(i-1);
                    CvPoint p = cvPointFrom32f(CV_BLOB_CENTER(pB));
                    CvSize  s = cvSize(MAX(1,cvRound(CV_BLOB_RX(pB))), MAX(1,cvRound(CV_BLOB_RY(pB))));
                    int c = cvRound(255*pTracker->GetState(CV_BLOB_ID(pB)));
                    cvEllipse( pI,
                        p,
                        s,
                        0, 0, 360,
                        CV_RGB(c,255-c,0), cvRound(1+(3*c)/255) );
                }   /* Next blob: */;
            }

            cvNamedWindow( "FG",0);
            cvShowImage( "FG",pI);
        }   /* Debug FG. */


        /* Draw debug info: */
        if(pImg)
        {   /* Draw all information about test sequence: */
            char        str[1024];
            int         line_type = CV_AA;   // Change it to 8 to see non-antialiased graphics.
            CvFont      font;
            int         i;
            IplImage*   pI = cvCloneImage(pImg);

            cvInitFont( &font, CV_FONT_HERSHEY_PLAIN, 0.7, 0.7, 0, 1, line_type );

            for(i=pTracker->GetBlobNum(); i>0; i--)
            {
                CvSize  TextSize;
                CvBlob* pB = pTracker->GetBlob(i-1);
                CvPoint p = cvPoint(cvRound(pB->x*256),cvRound(pB->y*256));
                CvSize  s = cvSize(MAX(1,cvRound(CV_BLOB_RX(pB)*256)), MAX(1,cvRound(CV_BLOB_RY(pB)*256)));
                int c = cvRound(255*pTracker->GetState(CV_BLOB_ID(pB)));

                cvEllipse( pI,
                    p,
                    s,
                    0, 0, 360,
                    CV_RGB(c,255-c,0), cvRound(1+(3*0)/255), CV_AA, 8 );

                p.x >>= 8;
                p.y >>= 8;
                s.width >>= 8;
                s.height >>= 8;
                sprintf(str,"%03d",CV_BLOB_ID(pB));
                cvGetTextSize( str, &font, &TextSize, NULL );
                p.y -= s.height;
                cvPutText( pI, str, p, &font, CV_RGB(0,255,255));
                {
                    const char* pS = pTracker->GetStateDesc(CV_BLOB_ID(pB));

                    if(pS)
                    {
ilya-lavrenov's avatar
ilya-lavrenov committed
244
                        char* pStr = MY_STRDUP(pS);
245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297
                        char* pStrFree = pStr;

                        while (pStr && strlen(pStr) > 0)
                        {
                            char* str_next = strchr(pStr,'\n');

                            if(str_next)
                            {
                                str_next[0] = 0;
                                str_next++;
                            }

                            p.y += TextSize.height+1;
                            cvPutText( pI, pStr, p, &font, CV_RGB(0,255,255));
                            pStr = str_next;
                        }
                        free(pStrFree);
                    }
                }

            }   /* Next blob. */;

            cvNamedWindow( "Tracking", 0);
            cvShowImage( "Tracking",pI );

            if(btavi_name && pI)
            {   /* Save to avi file: */
                CvSize      S = cvSize(pI->width,pI->height);
                if(pBTAvi==NULL)
                {
                    pBTAvi=cvCreateVideoWriter(
                        btavi_name,
                        CV_FOURCC('x','v','i','d'),
                        25,
                        S );
                }
                cvWriteFrame( pBTAvi, pI );
            }

            cvReleaseImage(&pI);
        }   /* Draw all information about test sequence. */
    }   /*  Main loop. */

    if(pFGAvi)cvReleaseVideoWriter( &pFGAvi );
    if(pBTAvi)cvReleaseVideoWriter( &pBTAvi );
    return 0;
}   /* RunBlobTrackingAuto */

/* Read parameters from command line
 * and transfer to specified module:
 */
static void set_params(int argc, char* argv[], CvVSModule* pM, const char* prefix, const char* module)
{
298
    int prefix_len = (int)strlen(prefix);
299 300 301 302 303 304 305 306 307 308 309 310 311
    int i;
    for(i=0; i<argc; ++i)
    {
        int j;
        char* ptr_eq = NULL;
        int   cmd_param_len=0;
        char* cmd = argv[i];
        if(MY_STRNICMP(prefix,cmd,prefix_len)!=0) continue;
        cmd += prefix_len;
        if(cmd[0]!=':')continue;
        cmd++;

        ptr_eq = strchr(cmd,'=');
312 313
        if(ptr_eq)
            cmd_param_len = (int)(ptr_eq-cmd);
314 315 316 317 318 319

        for(j=0; ; ++j)
        {
            int     param_len;
            const char*   param = pM->GetParamName(j);
            if(param==NULL) break;
320
            param_len = (int)strlen(param);
321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372
            if(cmd_param_len!=param_len) continue;
            if(MY_STRNICMP(param,cmd,param_len)!=0) continue;
            cmd+=param_len;
            if(cmd[0]!='=')continue;
            cmd++;
            pM->SetParamStr(param,cmd);
            printf("%s:%s param set to %g\n",module,param,pM->GetParam(param));
        }
    }

    pM->ParamUpdate();

}   /* set_params */

/* Print all parameter values for given module: */
static void print_params(CvVSModule* pM, const char* module, const char* log_name)
{
    FILE* log = log_name?fopen(log_name,"at"):NULL;
    int i;
    if(pM->GetParamName(0) == NULL ) return;


    printf("%s(%s) module parameters:\n",module,pM->GetNickName());
    if(log)
        fprintf(log,"%s(%s) module parameters:\n",module,pM->GetNickName());

    for (i=0; ; ++i)
    {
        const char*   param = pM->GetParamName(i);
        const char*   str = param?pM->GetParamStr(param):NULL;
        if(param == NULL)break;
        if(str)
        {
            printf("  %s: %s\n",param,str);
            if(log)
                fprintf(log,"  %s: %s\n",param,str);
        }
        else
        {
            printf("  %s: %g\n",param,pM->GetParam(param));
            if(log)
                fprintf(log,"  %s: %g\n",param,pM->GetParam(param));
        }
    }

    if(log) fclose(log);

}   /* print_params */

int main(int argc, char* argv[])
{   /* Main function: */
    CvCapture*                  pCap = NULL;
373
    CvBlobTrackerAutoParam1     param = {0,0,0,0,0,0,0,0};
374 375
    CvBlobTrackerAuto*          pTracker = NULL;

Andrey Kamaev's avatar
Andrey Kamaev committed
376
    //float       scale = 1;
377 378 379 380 381 382 383 384 385 386 387 388 389 390 391
    const char* scale_name = NULL;
    char*       yml_name = NULL;
    char**      yml_video_names = NULL;
    int         yml_video_num = 0;
    char*       avi_name = NULL;
    const char* fg_name = NULL;
    char*       fgavi_name = NULL;
    char*       btavi_name = NULL;
    const char* bd_name = NULL;
    const char* bt_name = NULL;
    const char* btgen_name = NULL;
    const char* btpp_name = NULL;
    const char* bta_name = NULL;
    char*       bta_data_name = NULL;
    char*       track_name = NULL;
Andrey Kamaev's avatar
Andrey Kamaev committed
392
    //char*       comment_name = NULL;
393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409
    char*       FGTrainFrames = NULL;
    char*       log_name = NULL;
    char*       savestate_name = NULL;
    char*       loadstate_name = NULL;
    const char* bt_corr = NULL;
    DefModule_FGDetector*           pFGModule = NULL;
    DefModule_BlobDetector*         pBDModule = NULL;
    DefModule_BlobTracker*          pBTModule = NULL;
    DefModule_BlobTrackPostProc*    pBTPostProcModule = NULL;
    DefModule_BlobTrackGen*         pBTGenModule = NULL;
    DefModule_BlobTrackAnalysis*    pBTAnalysisModule = NULL;

    cvInitSystem(argc, argv);

    if(argc < 2)
    {   /* Print help: */
        int i;
Gary Bradski's avatar
Gary Bradski committed
410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427
        printf("blobtrack [fg=<fg_name>] [bd=<bd_name>]\n"
            "          [bt=<bt_name>] [btpp=<btpp_name>]\n"
            "          [bta=<bta_name>\n"
            "          [bta_data=<bta_data_name>\n"
            "          [bt_corr=<bt_corr_way>]\n"
            "          [btgen=<btgen_name>]\n"
            "          [track=<track_file_name>]\n"
            "          [scale=<scale val>] [noise=<noise_name>] [IVar=<IVar_name>]\n"
            "          [FGTrainFrames=<FGTrainFrames>]\n"
            "          [btavi=<avi output>] [fgavi=<avi output on FG>]\n"
            "          <avi_file>\n");

        printf("  <bt_corr_way> is the method of blob position correction for the \"Blob Tracking\" module\n"
            "     <bt_corr_way>=none,PostProcRes\n"
            "  <FGTrainFrames> is number of frames for FG training\n"
            "  <track_file_name> is file name for save tracked trajectories\n"
            "  <bta_data> is file name for data base of trajectory analysis module\n"
            "  <avi_file> is file name of avi to process by BlobTrackerAuto\n");
428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466

        puts("\nModules:");
#define PR(_name,_m,_mt)\
        printf("<%s> is \"%s\" module name and can be:\n",_name,_mt);\
        for(i=0; _m[i].nickname; ++i)\
        {\
            printf("  %d. %s",i+1,_m[i].nickname);\
            if(_m[i].description)printf(" - %s",_m[i].description);\
            printf("\n");\
        }

        PR("fg_name",FGDetector_Modules,"FG/BG Detection");
        PR("bd_name",BlobDetector_Modules,"Blob Entrance Detection");
        PR("bt_name",BlobTracker_Modules,"Blob Tracking");
        PR("btpp_name",BlobTrackPostProc_Modules, "Blob Trajectory Post Processing");
        PR("btgen_name",BlobTrackGen_Modules, "Blob Trajectory Generation");
        PR("bta_name",BlobTrackAnalysis_Modules, "Blob Trajectory Analysis");
#undef PR
        return 0;
    }   /* Print help. */

    {   /* Parse arguments: */
        int i;
        for(i=1; i<argc; ++i)
        {
            int bParsed = 0;
            size_t len = strlen(argv[i]);
#define RO(_n1,_n2) if(strncmp(argv[i],_n1,strlen(_n1))==0) {_n2 = argv[i]+strlen(_n1);bParsed=1;};
            RO("fg=",fg_name);
            RO("fgavi=",fgavi_name);
            RO("btavi=",btavi_name);
            RO("bd=",bd_name);
            RO("bt=",bt_name);
            RO("bt_corr=",bt_corr);
            RO("btpp=",btpp_name);
            RO("bta=",bta_name);
            RO("bta_data=",bta_data_name);
            RO("btgen=",btgen_name);
            RO("track=",track_name);
Andrey Kamaev's avatar
Andrey Kamaev committed
467
            //RO("comment=",comment_name);
468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516
            RO("FGTrainFrames=",FGTrainFrames);
            RO("log=",log_name);
            RO("savestate=",savestate_name);
            RO("loadstate=",loadstate_name);
#undef RO
            {
                char* ext = argv[i] + len-4;
                if( strrchr(argv[i],'=') == NULL &&
                    !bParsed &&
                    (len>3 && (MY_STRICMP(ext,".avi") == 0 )))
                {
                    avi_name = argv[i];
                    break;
                }
            }   /* Next argument. */
        }
    }   /* Parse arguments. */

    if(track_name)
    {   /* Set Trajectory Generator module: */
        int i;
        if(!btgen_name)btgen_name=BlobTrackGen_Modules[0].nickname;

        for(i=0; BlobTrackGen_Modules[i].nickname; ++i)
        {
            if(MY_STRICMP(BlobTrackGen_Modules[i].nickname,btgen_name)==0)
                pBTGenModule = BlobTrackGen_Modules + i;
        }
    }   /* Set Trajectory Generato module. */

    /* Initialize postprocessing module if tracker
     * correction by postprocessing is required.
     */
    if(bt_corr && MY_STRICMP(bt_corr,"PostProcRes")!=0 && !btpp_name)
    {
        btpp_name = bt_corr;
        if(MY_STRICMP(btpp_name,"none")!=0)bt_corr = "PostProcRes";
    }

    {   /* Set default parameters for one processing: */
        if(!bt_corr) bt_corr = "none";
        if(!fg_name) fg_name = FGDetector_Modules[0].nickname;
        if(!bd_name) bd_name = BlobDetector_Modules[0].nickname;
        if(!bt_name) bt_name = BlobTracker_Modules[0].nickname;
        if(!btpp_name) btpp_name = BlobTrackPostProc_Modules[0].nickname;
        if(!bta_name) bta_name = BlobTrackAnalysis_Modules[0].nickname;
        if(!scale_name) scale_name = "1";
    }

Andrey Kamaev's avatar
Andrey Kamaev committed
517 518
//    if(scale_name)
  //      scale = (float)atof(scale_name);
519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755

    for(pFGModule=FGDetector_Modules; pFGModule->nickname; ++pFGModule)
        if( fg_name && MY_STRICMP(fg_name,pFGModule->nickname)==0 ) break;

    for(pBDModule=BlobDetector_Modules; pBDModule->nickname; ++pBDModule)
        if( bd_name && MY_STRICMP(bd_name,pBDModule->nickname)==0 ) break;

    for(pBTModule=BlobTracker_Modules; pBTModule->nickname; ++pBTModule)
        if( bt_name && MY_STRICMP(bt_name,pBTModule->nickname)==0 ) break;

    for(pBTPostProcModule=BlobTrackPostProc_Modules; pBTPostProcModule->nickname; ++pBTPostProcModule)
        if( btpp_name && MY_STRICMP(btpp_name,pBTPostProcModule->nickname)==0 ) break;

    for(pBTAnalysisModule=BlobTrackAnalysis_Modules; pBTAnalysisModule->nickname; ++pBTAnalysisModule)
        if( bta_name && MY_STRICMP(bta_name,pBTAnalysisModule->nickname)==0 ) break;

    /* Create source video: */
    if(avi_name)
        pCap = cvCaptureFromFile(avi_name);

    if(pCap==NULL)
    {
        printf("Can't open %s file\n",avi_name);
        return -1;
    }


    {   /* Display parameters: */
        int i;
        FILE* log = log_name?fopen(log_name,"at"):NULL;
        if(log)
        {   /* Print to log file: */
            fprintf(log,"\n=== Blob Tracking pipline in processing mode===\n");
            if(avi_name)
            {
                fprintf(log,"AVIFile: %s\n",avi_name);
            }
            fprintf(log,"FGDetector:   %s\n", pFGModule->nickname);
            fprintf(log,"BlobDetector: %s\n", pBDModule->nickname);
            fprintf(log,"BlobTracker:  %s\n", pBTModule->nickname);
            fprintf(log,"BlobTrackPostProc:  %s\n", pBTPostProcModule->nickname);
            fprintf(log,"BlobCorrection:  %s\n", bt_corr);

            fprintf(log,"Blob Trajectory Generator:  %s (%s)\n",
                pBTGenModule?pBTGenModule->nickname:"None",
                track_name?track_name:"none");

            fprintf(log,"BlobTrackAnalysis:  %s\n", pBTAnalysisModule->nickname);
            fclose(log);
        }

        printf("\n=== Blob Tracking pipline in %s mode===\n","processing");
        if(yml_name)
        {
            printf("ConfigFile: %s\n",yml_name);
            printf("BG: %s\n",yml_video_names[0]);
            printf("FG: ");
            for(i=1;i<(yml_video_num);++i){printf("%s",yml_video_names[i]);if((i+1)<yml_video_num)printf("|");};
            printf("\n");
        }
        if(avi_name)
        {
            printf("AVIFile: %s\n",avi_name);
        }
        printf("FGDetector:   %s\n", pFGModule->nickname);
        printf("BlobDetector: %s\n", pBDModule->nickname);
        printf("BlobTracker:  %s\n", pBTModule->nickname);
        printf("BlobTrackPostProc:  %s\n", pBTPostProcModule->nickname);
        printf("BlobCorrection:  %s\n", bt_corr);

        printf("Blob Trajectory Generator:  %s (%s)\n",
            pBTGenModule?pBTGenModule->nickname:"None",
            track_name?track_name:"none");

        printf("BlobTrackAnalysis:  %s\n", pBTAnalysisModule->nickname);

    }   /* Display parameters. */

    {   /* Create autotracker module and its components: */
        param.FGTrainFrames = FGTrainFrames?atoi(FGTrainFrames):0;

        /* Create FG Detection module: */
        param.pFG = pFGModule->create();
        if(!param.pFG)
            puts("Can not create FGDetector module");
        param.pFG->SetNickName(pFGModule->nickname);
        set_params(argc, argv, param.pFG, "fg", pFGModule->nickname);

        /* Create Blob Entrance Detection module: */
        param.pBD = pBDModule->create();
        if(!param.pBD)
            puts("Can not create BlobDetector module");
        param.pBD->SetNickName(pBDModule->nickname);
        set_params(argc, argv, param.pBD, "bd", pBDModule->nickname);

        /* Create blob tracker module: */
        param.pBT = pBTModule->create();
        if(!param.pBT)
            puts("Can not create BlobTracker module");
        param.pBT->SetNickName(pBTModule->nickname);
        set_params(argc, argv, param.pBT, "bt", pBTModule->nickname);

        /* Create blob trajectory generation module: */
        param.pBTGen = NULL;
        if(pBTGenModule && track_name && pBTGenModule->create)
        {
            param.pBTGen = pBTGenModule->create();
            param.pBTGen->SetFileName(track_name);
        }
        if(param.pBTGen)
        {
            param.pBTGen->SetNickName(pBTGenModule->nickname);
            set_params(argc, argv, param.pBTGen, "btgen", pBTGenModule->nickname);
        }

        /* Create blob trajectory post processing module: */
        param.pBTPP = NULL;
        if(pBTPostProcModule && pBTPostProcModule->create)
        {
            param.pBTPP = pBTPostProcModule->create();
        }
        if(param.pBTPP)
        {
            param.pBTPP->SetNickName(pBTPostProcModule->nickname);
            set_params(argc, argv, param.pBTPP, "btpp", pBTPostProcModule->nickname);
        }

        param.UsePPData = (bt_corr && MY_STRICMP(bt_corr,"PostProcRes")==0);

        /* Create blob trajectory analysis module: */
        param.pBTA = NULL;
        if(pBTAnalysisModule && pBTAnalysisModule->create)
        {
            param.pBTA = pBTAnalysisModule->create();
            param.pBTA->SetFileName(bta_data_name);
        }
        if(param.pBTA)
        {
            param.pBTA->SetNickName(pBTAnalysisModule->nickname);
            set_params(argc, argv, param.pBTA, "bta", pBTAnalysisModule->nickname);
        }

        /* Create whole pipline: */
        pTracker = cvCreateBlobTrackerAuto1(&param);
        if(!pTracker)
            puts("Can not create BlobTrackerAuto");
    }

    {   /* Load states of each module from state file: */
        CvFileStorage* fs = NULL;
        if(loadstate_name)
            fs=cvOpenFileStorage(loadstate_name,NULL,CV_STORAGE_READ);
        if(fs)
        {
            printf("Load states for modules...\n");
            if(param.pBT)
            {
                CvFileNode* fn = cvGetFileNodeByName(fs,NULL,"BlobTracker");
                param.pBT->LoadState(fs,fn);
            }

            if(param.pBTA)
            {
                CvFileNode* fn = cvGetFileNodeByName(fs,NULL,"BlobTrackAnalyser");
                param.pBTA->LoadState(fs,fn);
            }

            if(pTracker)
            {
                CvFileNode* fn = cvGetFileNodeByName(fs,NULL,"BlobTrackerAuto");
                pTracker->LoadState(fs,fn);
            }

            cvReleaseFileStorage(&fs);
            printf("... Modules states loaded\n");
        }
    }   /* Load states of each module. */

    {   /* Print module parameters: */
        struct DefMMM
        {
            CvVSModule* pM;
            const char* name;
        } Modules[] = {
            {(CvVSModule*)param.pFG,"FGdetector"},
            {(CvVSModule*)param.pBD,"BlobDetector"},
            {(CvVSModule*)param.pBT,"BlobTracker"},
            {(CvVSModule*)param.pBTGen,"TrackGen"},
            {(CvVSModule*)param.pBTPP,"PostProcessing"},
            {(CvVSModule*)param.pBTA,"TrackAnalysis"},
            {NULL,NULL}
        };
        int     i;
        for(i=0; Modules[i].name; ++i)
        {
            if(Modules[i].pM)
                print_params(Modules[i].pM,Modules[i].name,log_name);
        }
    }   /* Print module parameters. */

    /* Run pipeline: */
    RunBlobTrackingAuto( pCap, pTracker, fgavi_name, btavi_name );

    {   /* Save state and release modules: */
        CvFileStorage* fs = NULL;
        if(savestate_name)
        {
            fs=cvOpenFileStorage(savestate_name,NULL,CV_STORAGE_WRITE);
        }
        if(fs)
        {
            cvStartWriteStruct(fs,"BlobTracker",CV_NODE_MAP);
            if(param.pBT)param.pBT->SaveState(fs);
            cvEndWriteStruct(fs);
            cvStartWriteStruct(fs,"BlobTrackerAuto",CV_NODE_MAP);
            if(pTracker)pTracker->SaveState(fs);
            cvEndWriteStruct(fs);
            cvStartWriteStruct(fs,"BlobTrackAnalyser",CV_NODE_MAP);
            if(param.pBTA)param.pBTA->SaveState(fs);
            cvEndWriteStruct(fs);
            cvReleaseFileStorage(&fs);
        }
        if(param.pBT)cvReleaseBlobTracker(&param.pBT);
        if(param.pBD)cvReleaseBlobDetector(&param.pBD);
        if(param.pBTGen)cvReleaseBlobTrackGen(&param.pBTGen);
        if(param.pBTA)cvReleaseBlobTrackAnalysis(&param.pBTA);
        if(param.pFG)cvReleaseFGDetector(&param.pFG);
        if(pTracker)cvReleaseBlobTrackerAuto(&pTracker);

    }   /* Save state and release modules. */

    if(pCap)
        cvReleaseCapture(&pCap);

    return 0;

}   /* main() */