vf_signature.c 27.5 KB
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771
/*
 * Copyright (c) 2017 Gerion Entrup
 *
 * This file is part of FFmpeg.
 *
 * FFmpeg is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 2 of the License, or
 * (at your option) any later version.
 *
 * FFmpeg is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 * GNU General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License along
 * with FFmpeg; if not, write to the Free Software Foundation, Inc.,
 * 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
 */

/**
 * @file
 * MPEG-7 video signature calculation and lookup filter
 * @see http://epubs.surrey.ac.uk/531590/1/MPEG-7%20Video%20Signature%20Author%27s%20Copy.pdf
 */

#include <float.h>
#include "libavcodec/put_bits.h"
#include "libavformat/avformat.h"
#include "libavutil/opt.h"
#include "libavutil/avstring.h"
#include "libavutil/intreadwrite.h"
#include "libavutil/timestamp.h"
#include "avfilter.h"
#include "internal.h"
#include "signature.h"
#include "signature_lookup.c"

#define OFFSET(x) offsetof(SignatureContext, x)
#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
#define BLOCK_LCM (int64_t) 476985600

static const AVOption signature_options[] = {
    { "detectmode", "set the detectmode",
        OFFSET(mode),         AV_OPT_TYPE_INT,    {.i64 = MODE_OFF}, 0, NB_LOOKUP_MODE-1, FLAGS, "mode" },
        { "off",  NULL, 0, AV_OPT_TYPE_CONST, {.i64 = MODE_OFF},  0, 0, .flags = FLAGS, "mode" },
        { "full", NULL, 0, AV_OPT_TYPE_CONST, {.i64 = MODE_FULL}, 0, 0, .flags = FLAGS, "mode" },
        { "fast", NULL, 0, AV_OPT_TYPE_CONST, {.i64 = MODE_FAST}, 0, 0, .flags = FLAGS, "mode" },
    { "nb_inputs",  "number of inputs",
        OFFSET(nb_inputs),    AV_OPT_TYPE_INT,    {.i64 = 1},        1, INT_MAX,          FLAGS },
    { "filename",   "filename for output files",
        OFFSET(filename),     AV_OPT_TYPE_STRING, {.str = ""},       0, NB_FORMATS-1,     FLAGS },
    { "format",     "set output format",
        OFFSET(format),       AV_OPT_TYPE_INT,    {.i64 = FORMAT_BINARY}, 0, 1,           FLAGS , "format" },
        { "binary", 0, 0, AV_OPT_TYPE_CONST, {.i64=FORMAT_BINARY}, 0, 0, FLAGS, "format" },
        { "xml",    0, 0, AV_OPT_TYPE_CONST, {.i64=FORMAT_XML},    0, 0, FLAGS, "format" },
    { "th_d",       "threshold to detect one word as similar",
        OFFSET(thworddist),   AV_OPT_TYPE_INT,    {.i64 = 9000},     1, INT_MAX,          FLAGS },
    { "th_dc",      "threshold to detect all words as similar",
        OFFSET(thcomposdist), AV_OPT_TYPE_INT,    {.i64 = 60000},    1, INT_MAX,          FLAGS },
    { "th_xh",      "threshold to detect frames as similar",
        OFFSET(thl1),         AV_OPT_TYPE_INT,    {.i64 = 116},      1, INT_MAX,          FLAGS },
    { "th_di",      "minimum length of matching sequence in frames",
        OFFSET(thdi),         AV_OPT_TYPE_INT,    {.i64 = 0},        0, INT_MAX,          FLAGS },
    { "th_it",      "threshold for relation of good to all frames",
        OFFSET(thit),         AV_OPT_TYPE_DOUBLE, {.dbl = 0.5},    0.0, 1.0,              FLAGS },
    { NULL }
};

AVFILTER_DEFINE_CLASS(signature);

static int query_formats(AVFilterContext *ctx)
{
    /* all formats with a separate gray value */
    static const enum AVPixelFormat pix_fmts[] = {
        AV_PIX_FMT_GRAY8,
        AV_PIX_FMT_YUV410P, AV_PIX_FMT_YUV411P,
        AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P,
        AV_PIX_FMT_YUV440P, AV_PIX_FMT_YUV444P,
        AV_PIX_FMT_YUVJ411P, AV_PIX_FMT_YUVJ420P,
        AV_PIX_FMT_YUVJ422P, AV_PIX_FMT_YUVJ444P,
        AV_PIX_FMT_YUVJ440P,
        AV_PIX_FMT_NV12, AV_PIX_FMT_NV21,
        AV_PIX_FMT_NONE
    };

    return ff_set_common_formats(ctx, ff_make_format_list(pix_fmts));
}

static int config_input(AVFilterLink *inlink)
{
    AVFilterContext *ctx = inlink->dst;
    SignatureContext *sic = ctx->priv;
    StreamContext *sc = &(sic->streamcontexts[FF_INLINK_IDX(inlink)]);

    sc->time_base = inlink->time_base;
    /* test for overflow */
    sc->divide = (((uint64_t) inlink->w/32) * (inlink->w/32 + 1) * (inlink->h/32 * inlink->h/32 + 1) > INT64_MAX / (BLOCK_LCM * 255));
    if (sc->divide) {
        av_log(ctx, AV_LOG_WARNING, "Input dimension too high for precise calculation, numbers will be rounded.\n");
    }
    sc->w = inlink->w;
    sc->h = inlink->h;
    return 0;
}

static int get_block_size(const Block *b)
{
    return (b->to.y - b->up.y + 1) * (b->to.x - b->up.x + 1);
}

static uint64_t get_block_sum(StreamContext *sc, uint64_t intpic[32][32], const Block *b)
{
    uint64_t sum = 0;

    int x0, y0, x1, y1;

    x0 = b->up.x;
    y0 = b->up.y;
    x1 = b->to.x;
    y1 = b->to.y;

    if (x0-1 >= 0 && y0-1 >= 0) {
        sum = intpic[y1][x1] + intpic[y0-1][x0-1] - intpic[y1][x0-1] - intpic[y0-1][x1];
    } else if (x0-1 >= 0) {
        sum = intpic[y1][x1] - intpic[y1][x0-1];
    } else if (y0-1 >= 0) {
        sum = intpic[y1][x1] - intpic[y0-1][x1];
    } else {
        sum = intpic[y1][x1];
    }
    return sum;
}

static int cmp(const uint64_t *a, const uint64_t *b)
{
    return *a < *b ? -1 : ( *a > *b ? 1 : 0 );
}

/**
 * sets the bit at position pos to 1 in data
 */
static void set_bit(uint8_t* data, size_t pos)
{
    uint8_t mask = 1 << 7-(pos%8);
    data[pos/8] |= mask;
}

static int filter_frame(AVFilterLink *inlink, AVFrame *picref)
{
    AVFilterContext *ctx = inlink->dst;
    SignatureContext *sic = ctx->priv;
    StreamContext *sc = &(sic->streamcontexts[FF_INLINK_IDX(inlink)]);
    FineSignature* fs;

    static const uint8_t pot3[5] = { 3*3*3*3, 3*3*3, 3*3, 3, 1 };
    /* indexes of words : 210,217,219,274,334  44,175,233,270,273  57,70,103,237,269  100,285,295,337,354  101,102,111,275,296
    s2usw = sorted to unsorted wordvec: 44 is at index 5, 57 at index 10...
    */
    static const unsigned int wordvec[25] = {44,57,70,100,101,102,103,111,175,210,217,219,233,237,269,270,273,274,275,285,295,296,334,337,354};
    static const uint8_t      s2usw[25]   = { 5,10,11, 15, 20, 21, 12, 22,  6,  0,  1,  2,  7, 13, 14,  8,  9,  3, 23, 16, 17, 24,  4, 18, 19};

    uint8_t wordt2b[5] = { 0, 0, 0, 0, 0 }; /* word ternary to binary */
    uint64_t intpic[32][32];
    uint64_t rowcount;
    uint8_t *p = picref->data[0];
    int inti, intj;
    int *intjlut;

    uint64_t conflist[DIFFELEM_SIZE];
    int f = 0, g = 0, w = 0;
    int32_t dh1 = 1, dh2 = 1, dw1 = 1, dw2 = 1, a, b;
    int64_t denom;
    int i, j, k, ternary;
    uint64_t blocksum;
    int blocksize;
    int64_t th; /* threshold */
    int64_t sum;

    int64_t precfactor = (sc->divide) ? 65536 : BLOCK_LCM;

    /* initialize fs */
    if (sc->curfinesig) {
        fs = av_mallocz(sizeof(FineSignature));
        if (!fs)
            return AVERROR(ENOMEM);
        sc->curfinesig->next = fs;
        fs->prev = sc->curfinesig;
        sc->curfinesig = fs;
    } else {
        fs = sc->curfinesig = sc->finesiglist;
        sc->curcoarsesig1->first = fs;
    }

    fs->pts = picref->pts;
    fs->index = sc->lastindex++;

    memset(intpic, 0, sizeof(uint64_t)*32*32);
    intjlut = av_malloc_array(inlink->w, sizeof(int));
    if (!intjlut)
        return AVERROR(ENOMEM);
    for (i = 0; i < inlink->w; i++) {
        intjlut[i] = (i*32)/inlink->w;
    }

    for (i = 0; i < inlink->h; i++) {
        inti = (i*32)/inlink->h;
        for (j = 0; j < inlink->w; j++) {
            intj = intjlut[j];
            intpic[inti][intj] += p[j];
        }
        p += picref->linesize[0];
    }
    av_freep(&intjlut);

    /* The following calculates a summed area table (intpic) and brings the numbers
     * in intpic to the same denominator.
     * So you only have to handle the numinator in the following sections.
     */
    dh1 = inlink->h / 32;
    if (inlink->h % 32)
        dh2 = dh1 + 1;
    dw1 = inlink->w / 32;
    if (inlink->w % 32)
        dw2 = dw1 + 1;
    denom = (sc->divide) ? dh1 * dh2 * dw1 * dw2 : 1;

    for (i = 0; i < 32; i++) {
        rowcount = 0;
        a = 1;
        if (dh2 > 1) {
            a = ((inlink->h*(i+1))%32 == 0) ? (inlink->h*(i+1))/32 - 1 : (inlink->h*(i+1))/32;
            a -= ((inlink->h*i)%32 == 0) ? (inlink->h*i)/32 - 1 : (inlink->h*i)/32;
            a = (a == dh1)? dh2 : dh1;
        }
        for (j = 0; j < 32; j++) {
            b = 1;
            if (dw2 > 1) {
                b = ((inlink->w*(j+1))%32 == 0) ? (inlink->w*(j+1))/32 - 1 : (inlink->w*(j+1))/32;
                b -= ((inlink->w*j)%32 == 0) ? (inlink->w*j)/32 - 1 : (inlink->w*j)/32;
                b = (b == dw1)? dw2 : dw1;
            }
            rowcount += intpic[i][j] * a * b * precfactor / denom;
            if (i > 0) {
                intpic[i][j] = intpic[i-1][j] + rowcount;
            } else {
                intpic[i][j] = rowcount;
            }
        }
    }

    denom = (sc->divide) ? 1 : dh1 * dh2 * dw1 * dw2;

    for (i = 0; i < ELEMENT_COUNT; i++) {
        const ElemCat* elemcat = elements[i];
        int64_t* elemsignature;
        uint64_t* sortsignature;

        elemsignature = av_malloc_array(elemcat->elem_count, sizeof(int64_t));
        if (!elemsignature)
            return AVERROR(ENOMEM);
        sortsignature = av_malloc_array(elemcat->elem_count, sizeof(int64_t));
        if (!sortsignature) {
            av_freep(&elemsignature);
            return AVERROR(ENOMEM);
        }

        for (j = 0; j < elemcat->elem_count; j++) {
            blocksum = 0;
            blocksize = 0;
            for (k = 0; k < elemcat->left_count; k++) {
                blocksum += get_block_sum(sc, intpic, &elemcat->blocks[j*elemcat->block_count+k]);
                blocksize += get_block_size(&elemcat->blocks[j*elemcat->block_count+k]);
            }
            sum = blocksum / blocksize;
            if (elemcat->av_elem) {
                sum -= 128 * precfactor * denom;
            } else {
                blocksum = 0;
                blocksize = 0;
                for (; k < elemcat->block_count; k++) {
                    blocksum += get_block_sum(sc, intpic, &elemcat->blocks[j*elemcat->block_count+k]);
                    blocksize += get_block_size(&elemcat->blocks[j*elemcat->block_count+k]);
                }
                sum -= blocksum / blocksize;
                conflist[g++] = FFABS(sum * 8 / (precfactor * denom));
            }

            elemsignature[j] = sum;
            sortsignature[j] = FFABS(sum);
        }

        /* get threshold */
        qsort(sortsignature, elemcat->elem_count, sizeof(uint64_t), (void*) cmp);
        th = sortsignature[(int) (elemcat->elem_count*0.333)];

        /* ternarize */
        for (j = 0; j < elemcat->elem_count; j++) {
            if (elemsignature[j] < -th) {
                ternary = 0;
            } else if (elemsignature[j] <= th) {
                ternary = 1;
            } else {
                ternary = 2;
            }
            fs->framesig[f/5] += ternary * pot3[f%5];

            if (f == wordvec[w]) {
                fs->words[s2usw[w]/5] += ternary * pot3[wordt2b[s2usw[w]/5]++];
                if (w < 24)
                    w++;
            }
            f++;
        }
        av_freep(&elemsignature);
        av_freep(&sortsignature);
    }

    /* confidence */
    qsort(conflist, DIFFELEM_SIZE, sizeof(uint64_t), (void*) cmp);
    fs->confidence = FFMIN(conflist[DIFFELEM_SIZE/2], 255);

    /* coarsesignature */
    if (sc->coarsecount == 0) {
        if (sc->curcoarsesig2) {
            sc->curcoarsesig1 = av_mallocz(sizeof(CoarseSignature));
            if (!sc->curcoarsesig1)
                return AVERROR(ENOMEM);
            sc->curcoarsesig1->first = fs;
            sc->curcoarsesig2->next = sc->curcoarsesig1;
            sc->coarseend = sc->curcoarsesig1;
        }
    }
    if (sc->coarsecount == 45) {
        sc->midcoarse = 1;
        sc->curcoarsesig2 = av_mallocz(sizeof(CoarseSignature));
        if (!sc->curcoarsesig2)
            return AVERROR(ENOMEM);
        sc->curcoarsesig2->first = fs;
        sc->curcoarsesig1->next = sc->curcoarsesig2;
        sc->coarseend = sc->curcoarsesig2;
    }
    for (i = 0; i < 5; i++) {
        set_bit(sc->curcoarsesig1->data[i], fs->words[i]);
    }
    /* assuming the actual frame is the last */
    sc->curcoarsesig1->last = fs;
    if (sc->midcoarse) {
        for (i = 0; i < 5; i++) {
            set_bit(sc->curcoarsesig2->data[i], fs->words[i]);
        }
        sc->curcoarsesig2->last = fs;
    }

    sc->coarsecount = (sc->coarsecount+1)%90;

    /* debug printing finesignature */
    if (av_log_get_level() == AV_LOG_DEBUG) {
        av_log(ctx, AV_LOG_DEBUG, "input %d, confidence: %d\n", FF_INLINK_IDX(inlink), fs->confidence);

        av_log(ctx, AV_LOG_DEBUG, "words:");
        for (i = 0; i < 5; i++) {
            av_log(ctx, AV_LOG_DEBUG, " %d:", fs->words[i] );
            av_log(ctx, AV_LOG_DEBUG, " %d", fs->words[i] / pot3[0] );
            for (j = 1; j < 5; j++)
                av_log(ctx, AV_LOG_DEBUG, ",%d", fs->words[i] % pot3[j-1] / pot3[j] );
            av_log(ctx, AV_LOG_DEBUG, ";");
        }
        av_log(ctx, AV_LOG_DEBUG, "\n");

        av_log(ctx, AV_LOG_DEBUG, "framesignature:");
        for (i = 0; i < SIGELEM_SIZE/5; i++) {
            av_log(ctx, AV_LOG_DEBUG, " %d", fs->framesig[i] / pot3[0] );
            for (j = 1; j < 5; j++)
                av_log(ctx, AV_LOG_DEBUG, ",%d", fs->framesig[i] % pot3[j-1] / pot3[j] );
        }
        av_log(ctx, AV_LOG_DEBUG, "\n");
    }

    if (FF_INLINK_IDX(inlink) == 0)
        return ff_filter_frame(inlink->dst->outputs[0], picref);
    return 1;
}

static int xml_export(AVFilterContext *ctx, StreamContext *sc, const char* filename)
{
    FineSignature* fs;
    CoarseSignature* cs;
    int i, j;
    FILE* f;
    unsigned int pot3[5] = { 3*3*3*3, 3*3*3, 3*3, 3, 1 };

    f = fopen(filename, "w");
    if (!f) {
        int err = AVERROR(EINVAL);
        char buf[128];
        av_strerror(err, buf, sizeof(buf));
        av_log(ctx, AV_LOG_ERROR, "cannot open xml file %s: %s\n", filename, buf);
        return err;
    }

    /* header */
    fprintf(f, "<?xml version='1.0' encoding='ASCII' ?>\n");
    fprintf(f, "<Mpeg7 xmlns=\"urn:mpeg:mpeg7:schema:2001\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"urn:mpeg:mpeg7:schema:2001 schema/Mpeg7-2001.xsd\">\n");
    fprintf(f, "  <DescriptionUnit xsi:type=\"DescriptorCollectionType\">\n");
    fprintf(f, "    <Descriptor xsi:type=\"VideoSignatureType\">\n");
    fprintf(f, "      <VideoSignatureRegion>\n");
    fprintf(f, "        <VideoSignatureSpatialRegion>\n");
    fprintf(f, "          <Pixel>0 0 </Pixel>\n");
    fprintf(f, "          <Pixel>%d %d </Pixel>\n", sc->w - 1, sc->h - 1);
    fprintf(f, "        </VideoSignatureSpatialRegion>\n");
    fprintf(f, "        <StartFrameOfSpatialRegion>0</StartFrameOfSpatialRegion>\n");
    /* hoping num is 1, other values are vague */
    fprintf(f, "        <MediaTimeUnit>%d</MediaTimeUnit>\n", sc->time_base.den / sc->time_base.num);
    fprintf(f, "        <MediaTimeOfSpatialRegion>\n");
    fprintf(f, "          <StartMediaTimeOfSpatialRegion>0</StartMediaTimeOfSpatialRegion>\n");
    fprintf(f, "          <EndMediaTimeOfSpatialRegion>%" PRIu64 "</EndMediaTimeOfSpatialRegion>\n", sc->coarseend->last->pts);
    fprintf(f, "        </MediaTimeOfSpatialRegion>\n");

    /* coarsesignatures */
    for (cs = sc->coarsesiglist; cs; cs = cs->next) {
        fprintf(f, "        <VSVideoSegment>\n");
        fprintf(f, "          <StartFrameOfSegment>%" PRIu32 "</StartFrameOfSegment>\n", cs->first->index);
        fprintf(f, "          <EndFrameOfSegment>%" PRIu32 "</EndFrameOfSegment>\n", cs->last->index);
        fprintf(f, "          <MediaTimeOfSegment>\n");
        fprintf(f, "            <StartMediaTimeOfSegment>%" PRIu64 "</StartMediaTimeOfSegment>\n", cs->first->pts);
        fprintf(f, "            <EndMediaTimeOfSegment>%" PRIu64 "</EndMediaTimeOfSegment>\n", cs->last->pts);
        fprintf(f, "          </MediaTimeOfSegment>\n");
        for (i = 0; i < 5; i++) {
            fprintf(f, "          <BagOfWords>");
            for (j = 0; j < 31; j++) {
                uint8_t n = cs->data[i][j];
                if (j < 30) {
                    fprintf(f, "%d  %d  %d  %d  %d  %d  %d  %d  ", (n & 0x80) >> 7,
                                                                   (n & 0x40) >> 6,
                                                                   (n & 0x20) >> 5,
                                                                   (n & 0x10) >> 4,
                                                                   (n & 0x08) >> 3,
                                                                   (n & 0x04) >> 2,
                                                                   (n & 0x02) >> 1,
                                                                   (n & 0x01));
                } else {
                    /* print only 3 bit in last byte */
                    fprintf(f, "%d  %d  %d ", (n & 0x80) >> 7,
                                              (n & 0x40) >> 6,
                                              (n & 0x20) >> 5);
                }
            }
            fprintf(f, "</BagOfWords>\n");
        }
        fprintf(f, "        </VSVideoSegment>\n");
    }

    /* finesignatures */
    for (fs = sc->finesiglist; fs; fs = fs->next) {
        fprintf(f, "        <VideoFrame>\n");
        fprintf(f, "          <MediaTimeOfFrame>%" PRIu64 "</MediaTimeOfFrame>\n", fs->pts);
        /* confidence */
        fprintf(f, "          <FrameConfidence>%d</FrameConfidence>\n", fs->confidence);
        /* words */
        fprintf(f, "          <Word>");
        for (i = 0; i < 5; i++) {
            fprintf(f, "%d ", fs->words[i]);
            if (i < 4) {
                fprintf(f, " ");
            }
        }
        fprintf(f, "</Word>\n");
        /* framesignature */
        fprintf(f, "          <FrameSignature>");
        for (i = 0; i< SIGELEM_SIZE/5; i++) {
            if (i > 0) {
                fprintf(f, " ");
            }
            fprintf(f, "%d ", fs->framesig[i] / pot3[0]);
            for (j = 1; j < 5; j++)
                fprintf(f, " %d ", fs->framesig[i] % pot3[j-1] / pot3[j] );
        }
        fprintf(f, "</FrameSignature>\n");
        fprintf(f, "        </VideoFrame>\n");
    }
    fprintf(f, "      </VideoSignatureRegion>\n");
    fprintf(f, "    </Descriptor>\n");
    fprintf(f, "  </DescriptionUnit>\n");
    fprintf(f, "</Mpeg7>\n");

    fclose(f);
    return 0;
}

static int binary_export(AVFilterContext *ctx, StreamContext *sc, const char* filename)
{
    FILE* f;
    FineSignature* fs;
    CoarseSignature* cs;
    uint32_t numofsegments = (sc->lastindex + 44)/45;
    int i, j;
    PutBitContext buf;
    /* buffer + header + coarsesignatures + finesignature */
    int len = (512 + 6 * 32 + 3*16 + 2 +
        numofsegments * (4*32 + 1 + 5*243) +
        sc->lastindex * (2 + 32 + 6*8 + 608)) / 8;
    uint8_t* buffer = av_malloc_array(len, sizeof(uint8_t));
    if (!buffer)
        return AVERROR(ENOMEM);

    f = fopen(filename, "wb");
    if (!f) {
        int err = AVERROR(EINVAL);
        char buf[128];
        av_strerror(err, buf, sizeof(buf));
        av_log(ctx, AV_LOG_ERROR, "cannot open file %s: %s\n", filename, buf);
        av_freep(&buffer);
        return err;
    }
    init_put_bits(&buf, buffer, len);

    put_bits32(&buf, 1); /* NumOfSpatial Regions, only 1 supported */
    put_bits(&buf, 1, 1); /* SpatialLocationFlag, always the whole image */
    put_bits32(&buf, 0); /* PixelX,1 PixelY,1, 0,0 */
    put_bits(&buf, 16, sc->w-1 & 0xFFFF); /* PixelX,2 */
    put_bits(&buf, 16, sc->h-1 & 0xFFFF); /* PixelY,2 */
    put_bits32(&buf, 0); /* StartFrameOfSpatialRegion */
    put_bits32(&buf, sc->lastindex); /* NumOfFrames */
    /* hoping num is 1, other values are vague */
    /* den/num might be greater than 16 bit, so cutting it */
    put_bits(&buf, 16, 0xFFFF & (sc->time_base.den / sc->time_base.num)); /* MediaTimeUnit */
    put_bits(&buf, 1, 1); /* MediaTimeFlagOfSpatialRegion */
    put_bits32(&buf, 0); /* StartMediaTimeOfSpatialRegion */
    put_bits32(&buf, 0xFFFFFFFF & sc->coarseend->last->pts); /* EndMediaTimeOfSpatialRegion */
    put_bits32(&buf, numofsegments); /* NumOfSegments */
    /* coarsesignatures */
    for (cs = sc->coarsesiglist; cs; cs = cs->next) {
        put_bits32(&buf, cs->first->index); /* StartFrameOfSegment */
        put_bits32(&buf, cs->last->index); /* EndFrameOfSegment */
        put_bits(&buf, 1, 1); /* MediaTimeFlagOfSegment */
        put_bits32(&buf, 0xFFFFFFFF & cs->first->pts); /* StartMediaTimeOfSegment */
        put_bits32(&buf, 0xFFFFFFFF & cs->last->pts); /* EndMediaTimeOfSegment */
        for (i = 0; i < 5; i++) {
            /* put 243 bits ( = 7 * 32 + 19 = 8 * 28 + 19) into buffer */
            for (j = 0; j < 30; j++) {
                put_bits(&buf, 8, cs->data[i][j]);
            }
            put_bits(&buf, 3, cs->data[i][30] >> 5);
        }
    }
    /* finesignatures */
    put_bits(&buf, 1, 0); /* CompressionFlag, only 0 supported */
    for (fs = sc->finesiglist; fs; fs = fs->next) {
        put_bits(&buf, 1, 1); /* MediaTimeFlagOfFrame */
        put_bits32(&buf, 0xFFFFFFFF & fs->pts); /* MediaTimeOfFrame */
        put_bits(&buf, 8, fs->confidence); /* FrameConfidence */
        for (i = 0; i < 5; i++) {
            put_bits(&buf, 8, fs->words[i]); /* Words */
        }
        /* framesignature */
        for (i = 0; i < SIGELEM_SIZE/5; i++) {
            put_bits(&buf, 8, fs->framesig[i]);
        }
    }

    avpriv_align_put_bits(&buf);
    flush_put_bits(&buf);
    fwrite(buffer, 1, put_bits_count(&buf)/8, f);
    fclose(f);
    av_freep(&buffer);
    return 0;
}

static int export(AVFilterContext *ctx, StreamContext *sc, int input)
{
    SignatureContext* sic = ctx->priv;
    char filename[1024];

    if (sic->nb_inputs > 1) {
        /* error already handled */
        av_assert0(av_get_frame_filename(filename, sizeof(filename), sic->filename, input) == 0);
    } else {
        if (av_strlcpy(filename, sic->filename, sizeof(filename)) >= sizeof(filename))
            return AVERROR(EINVAL);
    }
    if (sic->format == FORMAT_XML) {
        return xml_export(ctx, sc, filename);
    } else {
        return binary_export(ctx, sc, filename);
    }
}

static int request_frame(AVFilterLink *outlink)
{
    AVFilterContext *ctx = outlink->src;
    SignatureContext *sic = ctx->priv;
    StreamContext *sc, *sc2;
    MatchingInfo match;
    int i, j, ret;
    int lookup = 1; /* indicates wheather EOF of all files is reached */

    /* process all inputs */
    for (i = 0; i < sic->nb_inputs; i++){
        sc = &(sic->streamcontexts[i]);

        ret = ff_request_frame(ctx->inputs[i]);

        /* return if unexpected error occurs in input stream */
        if (ret < 0 && ret != AVERROR_EOF)
            return ret;

        /* export signature at EOF */
        if (ret == AVERROR_EOF && !sc->exported) {
            /* export if wanted */
            if (strlen(sic->filename) > 0) {
                if (export(ctx, sc, i) < 0)
                    return ret;
            }
            sc->exported = 1;
        }
        lookup &= sc->exported;
    }

    /* signature lookup */
    if (lookup && sic->mode != MODE_OFF) {
        /* iterate over every pair */
        for (i = 0; i < sic->nb_inputs; i++) {
            sc = &(sic->streamcontexts[i]);
            for (j = i+1; j < sic->nb_inputs; j++) {
                sc2 = &(sic->streamcontexts[j]);
                match = lookup_signatures(ctx, sic, sc, sc2, sic->mode);
                if (match.score != 0) {
                    av_log(ctx, AV_LOG_INFO, "matching of video %d at %f and %d at %f, %d frames matching\n",
                            i, ((double) match.first->pts * sc->time_base.num) / sc->time_base.den,
                            j, ((double) match.second->pts * sc2->time_base.num) / sc2->time_base.den,
                            match.matchframes);
                    if (match.whole)
                        av_log(ctx, AV_LOG_INFO, "whole video matching\n");
                } else {
                    av_log(ctx, AV_LOG_INFO, "no matching of video %d and %d\n", i, j);
                }
            }
        }
    }

    return ret;
}

static av_cold int init(AVFilterContext *ctx)
{

    SignatureContext *sic = ctx->priv;
    StreamContext *sc;
    int i, ret;
    char tmp[1024];

    sic->streamcontexts = av_mallocz(sic->nb_inputs * sizeof(StreamContext));
    if (!sic->streamcontexts)
        return AVERROR(ENOMEM);

    for (i = 0; i < sic->nb_inputs; i++) {
        AVFilterPad pad = {
            .type = AVMEDIA_TYPE_VIDEO,
            .name = av_asprintf("in%d", i),
            .config_props = config_input,
            .filter_frame = filter_frame,
        };

        if (!pad.name)
            return AVERROR(ENOMEM);

        sc = &(sic->streamcontexts[i]);

        sc->lastindex = 0;
        sc->finesiglist = av_mallocz(sizeof(FineSignature));
        if (!sc->finesiglist)
            return AVERROR(ENOMEM);
        sc->curfinesig = NULL;

        sc->coarsesiglist = av_mallocz(sizeof(CoarseSignature));
        if (!sc->coarsesiglist)
            return AVERROR(ENOMEM);
        sc->curcoarsesig1 = sc->coarsesiglist;
        sc->coarseend = sc->coarsesiglist;
        sc->coarsecount = 0;
        sc->midcoarse = 0;

        if ((ret = ff_insert_inpad(ctx, i, &pad)) < 0) {
            av_freep(&pad.name);
            return ret;
        }
    }

    /* check filename */
    if (sic->nb_inputs > 1 && strlen(sic->filename) > 0 && av_get_frame_filename(tmp, sizeof(tmp), sic->filename, 0) == -1) {
        av_log(ctx, AV_LOG_ERROR, "The filename must contain %%d or %%0nd, if you have more than one input.\n");
        return AVERROR(EINVAL);
    }

    return 0;
}



static av_cold void uninit(AVFilterContext *ctx)
{
    SignatureContext *sic = ctx->priv;
    StreamContext *sc;
    void* tmp;
    FineSignature* finsig;
    CoarseSignature* cousig;
    int i;


    /* free the lists */
    if (sic->streamcontexts != NULL) {
        for (i = 0; i < sic->nb_inputs; i++) {
            sc = &(sic->streamcontexts[i]);
            finsig = sc->finesiglist;
            cousig = sc->coarsesiglist;

            while (finsig) {
                tmp = finsig;
                finsig = finsig->next;
                av_freep(&tmp);
            }
            sc->finesiglist = NULL;

            while (cousig) {
                tmp = cousig;
                cousig = cousig->next;
                av_freep(&tmp);
            }
            sc->coarsesiglist = NULL;
        }
        av_freep(&sic->streamcontexts);
    }
}

static int config_output(AVFilterLink *outlink)
{
    AVFilterContext *ctx = outlink->src;
    AVFilterLink *inlink = ctx->inputs[0];

    outlink->time_base = inlink->time_base;
    outlink->frame_rate = inlink->frame_rate;
    outlink->sample_aspect_ratio = inlink->sample_aspect_ratio;
    outlink->w = inlink->w;
    outlink->h = inlink->h;

    return 0;
}

static const AVFilterPad signature_outputs[] = {
    {
        .name          = "default",
        .type          = AVMEDIA_TYPE_VIDEO,
        .request_frame = request_frame,
        .config_props  = config_output,
    },
    { NULL }
};

AVFilter ff_vf_signature = {
    .name          = "signature",
    .description   = NULL_IF_CONFIG_SMALL("Calculate the MPEG-7 video signature"),
    .priv_size     = sizeof(SignatureContext),
    .priv_class    = &signature_class,
    .init          = init,
    .uninit        = uninit,
    .query_formats = query_formats,
    .outputs       = signature_outputs,
    .inputs        = NULL,
    .flags         = AVFILTER_FLAG_DYNAMIC_INPUTS,
};