Co-authored-by: Oscar <oscar_davids@outlook.com> Signed-off-by: Jai Luthra <me@jailuthra.in>
		
			
				
	
	
		
			581 lines
		
	
	
		
			19 KiB
		
	
	
	
		
			C
		
	
	
	
	
	
			
		
		
	
	
			581 lines
		
	
	
		
			19 KiB
		
	
	
	
		
			C
		
	
	
	
	
	
/*
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 * Copyright (c) 2017 Gerion Entrup
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 *
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 * This file is part of FFmpeg.
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 *
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 * FFmpeg is free software; you can redistribute it and/or modify
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 * it under the terms of the GNU General Public License as published by
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 * the Free Software Foundation; either version 2 of the License, or
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 * (at your option) any later version.
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 *
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 * FFmpeg is distributed in the hope that it will be useful,
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 * but WITHOUT ANY WARRANTY; without even the implied warranty of
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 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
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 * GNU General Public License for more details.
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 *
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 * You should have received a copy of the GNU General Public License along
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 * with FFmpeg; if not, write to the Free Software Foundation, Inc.,
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 * 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
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 */
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/**
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 * @file
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 * MPEG-7 video signature calculation and lookup filter
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 */
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#include "signature.h"
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#define HOUGH_MAX_OFFSET 90
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#define MAX_FRAMERATE 60
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#define DIR_PREV 0
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#define DIR_NEXT 1
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#define DIR_PREV_END 2
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#define DIR_NEXT_END 3
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#define STATUS_NULL 0
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#define STATUS_END_REACHED 1
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#define STATUS_BEGIN_REACHED 2
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static void fill_l1distlut(uint8_t lut[])
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{
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    int i, j, tmp_i, tmp_j,count;
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    uint8_t dist;
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    for (i = 0, count = 0; i < 242; i++) {
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        for (j = i + 1; j < 243; j++, count++) {
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            /* ternary distance between i and j */
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            dist = 0;
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            tmp_i = i; tmp_j = j;
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            do {
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                dist += FFABS((tmp_j % 3) - (tmp_i % 3));
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                tmp_j /= 3;
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                tmp_i /= 3;
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            } while (tmp_i > 0 || tmp_j > 0);
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            lut[count] = dist;
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        }
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    }
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}
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static unsigned int intersection_word(const uint8_t *first, const uint8_t *second)
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{
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    unsigned int val=0,i;
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    for (i = 0; i < 28; i += 4) {
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        val += av_popcount( (first[i]   & second[i]  ) << 24 |
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                            (first[i+1] & second[i+1]) << 16 |
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                            (first[i+2] & second[i+2]) << 8  |
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                            (first[i+3] & second[i+3]) );
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    }
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    val += av_popcount( (first[28] & second[28]) << 16 |
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                        (first[29] & second[29]) << 8  |
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                        (first[30] & second[30]) );
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    return val;
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}
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static unsigned int union_word(const uint8_t *first, const uint8_t *second)
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{
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    unsigned int val=0,i;
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    for (i = 0; i < 28; i += 4) {
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        val += av_popcount( (first[i]   | second[i]  ) << 24 |
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                            (first[i+1] | second[i+1]) << 16 |
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                            (first[i+2] | second[i+2]) << 8  |
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                            (first[i+3] | second[i+3]) );
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    }
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    val += av_popcount( (first[28] | second[28]) << 16 |
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                        (first[29] | second[29]) << 8  |
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                        (first[30] | second[30]) );
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    return val;
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}
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static unsigned int get_l1dist(AVFilterContext *ctx, SignatureContext *sc, const uint8_t *first, const uint8_t *second)
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{
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    unsigned int i;
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    unsigned int dist = 0;
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    uint8_t f, s;
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    for (i = 0; i < SIGELEM_SIZE/5; i++) {
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        if (first[i] != second[i]) {
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            f = first[i];
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            s = second[i];
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            if (f > s) {
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                /* little variation of gauss sum formula */
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                dist += sc->l1distlut[243*242/2 - (243-s)*(242-s)/2 + f - s - 1];
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            } else {
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                dist += sc->l1distlut[243*242/2 - (243-f)*(242-f)/2 + s - f - 1];
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            }
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        }
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    }
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    return dist;
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}
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/**
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 * calculates the jaccard distance and evaluates a pair of coarse signatures as good
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 * @return 0 if pair is bad, 1 otherwise
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 */
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static int get_jaccarddist(SignatureContext *sc, CoarseSignature *first, CoarseSignature *second)
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{
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    int jaccarddist, i, composdist = 0, cwthcount = 0;
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    for (i = 0; i < 5; i++) {
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        if ((jaccarddist = intersection_word(first->data[i], second->data[i])) > 0) {
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            jaccarddist /= union_word(first->data[i], second->data[i]);
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        }
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        if (jaccarddist >= sc->thworddist) {
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            if (++cwthcount > 2) {
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                /* more than half (5/2) of distances are too wide */
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                return 0;
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            }
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        }
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        composdist += jaccarddist;
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        if (composdist > sc->thcomposdist) {
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            return 0;
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        }
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    }
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    return 1;
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}
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/**
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 * step through the coarsesignatures as long as a good candidate is found
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 * @return 0 if no candidate is found, 1 otherwise
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 */
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static int find_next_coarsecandidate(SignatureContext *sc, CoarseSignature *secondstart, CoarseSignature **first, CoarseSignature **second, int start)
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{
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    /* go one coarsesignature foreword */
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    if (!start) {
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        if ((*second)->next) {
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            *second = (*second)->next;
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        } else if ((*first)->next) {
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            *second = secondstart;
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            *first = (*first)->next;
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        } else {
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            return 0;
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        }
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    }
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    while (1) {
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        if (get_jaccarddist(sc, *first, *second))
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            return 1;
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        /* next signature */
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        if ((*second)->next) {
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            *second = (*second)->next;
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        } else if ((*first)->next) {
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            *second = secondstart;
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            *first = (*first)->next;
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        } else {
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            return 0;
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        }
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    }
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}
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/**
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 * compares framesignatures and sorts out signatures with a l1 distance above a given threshold.
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 * Then tries to find out offset and differences between framerates with a hough transformation
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 */
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static MatchingInfo* get_matching_parameters(AVFilterContext *ctx, SignatureContext *sc, FineSignature *first, FineSignature *second)
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{
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    FineSignature *f, *s;
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    size_t i, j, k, l, hmax = 0, score;
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    int framerate, offset, l1dist;
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    double m;
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    MatchingInfo *cands = NULL, *c = NULL;
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    struct {
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        uint8_t size;
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        unsigned int dist;
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        FineSignature *a;
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        uint8_t b_pos[COARSE_SIZE];
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        FineSignature *b[COARSE_SIZE];
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    } pairs[COARSE_SIZE];
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    typedef struct hspace_elem {
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        int dist;
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        size_t score;
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        FineSignature *a;
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        FineSignature *b;
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    } hspace_elem;
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    /* houghspace */
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    hspace_elem** hspace = av_malloc_array(MAX_FRAMERATE, sizeof(hspace_elem *));
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    /* initialize houghspace */
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    for (i = 0; i < MAX_FRAMERATE; i++) {
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        hspace[i] = av_malloc_array(2 * HOUGH_MAX_OFFSET + 1, sizeof(hspace_elem));
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        for (j = 0; j < 2 * HOUGH_MAX_OFFSET + 1; j++) {
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            hspace[i][j].score = 0;
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            hspace[i][j].dist = 99999;
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        }
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    }
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    /* l1 distances */
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    for (i = 0, f = first; i < COARSE_SIZE && f->next; i++, f = f->next) {
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        pairs[i].size = 0;
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        pairs[i].dist = 99999;
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        pairs[i].a = f;
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        for (j = 0, s = second; j < COARSE_SIZE && s->next; j++, s = s->next) {
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            /* l1 distance of finesignature */
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            l1dist = get_l1dist(ctx, sc, f->framesig, s->framesig);
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            if (l1dist < sc->thl1) {
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                if (l1dist < pairs[i].dist) {
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                    pairs[i].size = 1;
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                    pairs[i].dist = l1dist;
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                    pairs[i].b_pos[0] = j;
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                    pairs[i].b[0] = s;
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                } else if (l1dist == pairs[i].dist) {
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                    pairs[i].b[pairs[i].size] = s;
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                    pairs[i].b_pos[pairs[i].size] = j;
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                    pairs[i].size++;
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                }
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            }
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        }
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    }
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    /* last incomplete coarsesignature */
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    if (f->next == NULL) {
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        for (; i < COARSE_SIZE; i++) {
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            pairs[i].size = 0;
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            pairs[i].dist = 99999;
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        }
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    }
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    /* hough transformation */
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    for (i = 0; i < COARSE_SIZE; i++) {
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        for (j = 0; j < pairs[i].size; j++) {
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            for (k = i + 1; k < COARSE_SIZE; k++) {
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                for (l = 0; l < pairs[k].size; l++) {
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                    if (pairs[i].b[j] != pairs[k].b[l]) {
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                        /* linear regression */
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                        m = (pairs[k].b_pos[l]-pairs[i].b_pos[j]) / (k-i); /* good value between 0.0 - 2.0 */
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                        framerate = (int) (m*30 + 0.5); /* round up to 0 - 60 */
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                        if (framerate>0 && framerate <= MAX_FRAMERATE) {
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                            offset = pairs[i].b_pos[j] - ((int) (m*i + 0.5)); /* only second part has to be rounded up */
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                            if (offset > -HOUGH_MAX_OFFSET && offset < HOUGH_MAX_OFFSET) {
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                                if (pairs[i].dist < pairs[k].dist) {
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                                    if (pairs[i].dist < hspace[framerate-1][offset+HOUGH_MAX_OFFSET].dist) {
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                                        hspace[framerate-1][offset+HOUGH_MAX_OFFSET].dist = pairs[i].dist;
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                                        hspace[framerate-1][offset+HOUGH_MAX_OFFSET].a = pairs[i].a;
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                                        hspace[framerate-1][offset+HOUGH_MAX_OFFSET].b = pairs[i].b[j];
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                                    }
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                                } else {
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                                    if (pairs[k].dist < hspace[framerate-1][offset+HOUGH_MAX_OFFSET].dist) {
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                                        hspace[framerate-1][offset+HOUGH_MAX_OFFSET].dist = pairs[k].dist;
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                                        hspace[framerate-1][offset+HOUGH_MAX_OFFSET].a = pairs[k].a;
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                                        hspace[framerate-1][offset+HOUGH_MAX_OFFSET].b = pairs[k].b[l];
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                                    }
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                                }
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                                score = hspace[framerate-1][offset+HOUGH_MAX_OFFSET].score + 1;
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                                if (score > hmax )
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                                    hmax = score;
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                                hspace[framerate-1][offset+HOUGH_MAX_OFFSET].score = score;
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                            }
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                        }
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                    }
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                }
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            }
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        }
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    }
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    if (hmax > 0) {
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        hmax = (int) (0.7*hmax);
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        for (i = 0; i < MAX_FRAMERATE; i++) {
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            for (j = 0; j < HOUGH_MAX_OFFSET; j++) {
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                if (hmax < hspace[i][j].score) {
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                    if (c == NULL) {
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                        c = av_malloc(sizeof(MatchingInfo));
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                        if (!c)
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                            av_log(ctx, AV_LOG_FATAL, "Could not allocate memory");
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                        cands = c;
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                    } else {
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                        c->next = av_malloc(sizeof(MatchingInfo));
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                        if (!c->next)
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                            av_log(ctx, AV_LOG_FATAL, "Could not allocate memory");
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                        c = c->next;
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                    }
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                    c->framerateratio = (i+1.0) / 30;
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                    c->score = hspace[i][j].score;
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                    c->offset = j-90;
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                    c->first = hspace[i][j].a;
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                    c->second = hspace[i][j].b;
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                    c->next = NULL;
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                    /* not used */
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                    c->meandist = 0;
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                    c->matchframes = 0;
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                    c->whole = 0;
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                }
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            }
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        }
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    }
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    for (i = 0; i < MAX_FRAMERATE; i++) {
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        av_freep(&hspace[i]);
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    }
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    av_freep(&hspace);
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    return cands;
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}
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static int iterate_frame(double frr, FineSignature **a, FineSignature **b, int fcount, int *bcount, int dir)
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{
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    int step;
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    /* between 1 and 2, because frr is between 1 and 2 */
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    step = ((int) 0.5 + fcount     * frr) /* current frame */
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          -((int) 0.5 + (fcount-1) * frr);/* last frame */
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    if (dir == DIR_NEXT) {
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        if (frr >= 1.0) {
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            if ((*a)->next) {
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                *a = (*a)->next;
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            } else {
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                return DIR_NEXT_END;
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            }
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            if (step == 1) {
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                if ((*b)->next) {
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                    *b = (*b)->next;
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                    (*bcount)++;
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                } else {
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                    return DIR_NEXT_END;
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                }
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            } else {
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                if ((*b)->next && (*b)->next->next) {
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                    *b = (*b)->next->next;
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                    (*bcount)++;
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                } else {
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                    return DIR_NEXT_END;
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                }
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            }
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        } else {
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            if ((*b)->next) {
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                *b = (*b)->next;
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                (*bcount)++;
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            } else {
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                return DIR_NEXT_END;
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            }
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 | 
						|
            if (step == 1) {
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                if ((*a)->next) {
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                    *a = (*a)->next;
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						|
                } else {
 | 
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                    return DIR_NEXT_END;
 | 
						|
                }
 | 
						|
            } else {
 | 
						|
                if ((*a)->next && (*a)->next->next) {
 | 
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                    *a = (*a)->next->next;
 | 
						|
                } else {
 | 
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                    return DIR_NEXT_END;
 | 
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                }
 | 
						|
            }
 | 
						|
        }
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        return DIR_NEXT;
 | 
						|
    } else {
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						|
        if (frr >= 1.0) {
 | 
						|
            if ((*a)->prev) {
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						|
                *a = (*a)->prev;
 | 
						|
            } else {
 | 
						|
                return DIR_PREV_END;
 | 
						|
            }
 | 
						|
 | 
						|
            if (step == 1) {
 | 
						|
                if ((*b)->prev) {
 | 
						|
                    *b = (*b)->prev;
 | 
						|
                    (*bcount)++;
 | 
						|
                } else {
 | 
						|
                    return DIR_PREV_END;
 | 
						|
                }
 | 
						|
            } else {
 | 
						|
                if ((*b)->prev && (*b)->prev->prev) {
 | 
						|
                    *b = (*b)->prev->prev;
 | 
						|
                    (*bcount)++;
 | 
						|
                } else {
 | 
						|
                    return DIR_PREV_END;
 | 
						|
                }
 | 
						|
            }
 | 
						|
        } else {
 | 
						|
            if ((*b)->prev) {
 | 
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                *b = (*b)->prev;
 | 
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                (*bcount)++;
 | 
						|
            } else {
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						|
                return DIR_PREV_END;
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						|
            }
 | 
						|
 | 
						|
            if (step == 1) {
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						|
                if ((*a)->prev) {
 | 
						|
                    *a = (*a)->prev;
 | 
						|
                } else {
 | 
						|
                    return DIR_PREV_END;
 | 
						|
                }
 | 
						|
            } else {
 | 
						|
                if ((*a)->prev && (*a)->prev->prev) {
 | 
						|
                    *a = (*a)->prev->prev;
 | 
						|
                } else {
 | 
						|
                    return DIR_PREV_END;
 | 
						|
                }
 | 
						|
            }
 | 
						|
        }
 | 
						|
        return DIR_PREV;
 | 
						|
    }
 | 
						|
}
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 | 
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static MatchingInfo evaluate_parameters(AVFilterContext *ctx, SignatureContext *sc, MatchingInfo *infos, MatchingInfo bestmatch, int mode)
 | 
						|
{
 | 
						|
    int dist, distsum = 0, bcount = 1, dir = DIR_NEXT;
 | 
						|
    int fcount = 0, goodfcount = 0, gooda = 0, goodb = 0;
 | 
						|
    double meandist, minmeandist = bestmatch.meandist;
 | 
						|
    int tolerancecount = 0;
 | 
						|
    FineSignature *a, *b, *aprev, *bprev;
 | 
						|
    int status = STATUS_NULL;
 | 
						|
 | 
						|
    for (; infos != NULL; infos = infos->next) {
 | 
						|
        a = infos->first;
 | 
						|
        b = infos->second;
 | 
						|
        while (1) {
 | 
						|
            dist = get_l1dist(ctx, sc, a->framesig, b->framesig);
 | 
						|
 | 
						|
            if (dist > sc->thl1) {
 | 
						|
                if (a->confidence >= 1 || b->confidence >= 1) {
 | 
						|
                    /* bad frame (because high different information) */
 | 
						|
                    tolerancecount++;
 | 
						|
                }
 | 
						|
 | 
						|
                if (tolerancecount > 2) {
 | 
						|
                    a = aprev;
 | 
						|
                    b = bprev;
 | 
						|
                    if (dir == DIR_NEXT) {
 | 
						|
                        /* turn around */
 | 
						|
                        a = infos->first;
 | 
						|
                        b = infos->second;
 | 
						|
                        dir = DIR_PREV;
 | 
						|
                    } else {
 | 
						|
                        break;
 | 
						|
                    }
 | 
						|
                }
 | 
						|
            } else {
 | 
						|
                /* good frame */
 | 
						|
                distsum += dist;
 | 
						|
                goodfcount++;
 | 
						|
                tolerancecount=0;
 | 
						|
 | 
						|
                aprev = a;
 | 
						|
                bprev = b;
 | 
						|
 | 
						|
                if (a->confidence < 1) gooda++;
 | 
						|
                if (b->confidence < 1) goodb++;
 | 
						|
            }
 | 
						|
 | 
						|
            fcount++;
 | 
						|
 | 
						|
            dir = iterate_frame(infos->framerateratio, &a, &b, fcount, &bcount, dir);
 | 
						|
            if (dir == DIR_NEXT_END) {
 | 
						|
                status = STATUS_END_REACHED;
 | 
						|
                a = infos->first;
 | 
						|
                b = infos->second;
 | 
						|
                dir = iterate_frame(infos->framerateratio, &a, &b, fcount, &bcount, DIR_PREV);
 | 
						|
            }
 | 
						|
 | 
						|
            if (dir == DIR_PREV_END) {
 | 
						|
                status |= STATUS_BEGIN_REACHED;
 | 
						|
                break;
 | 
						|
            }
 | 
						|
 | 
						|
            if (sc->thdi != 0 && bcount >= sc->thdi) {
 | 
						|
                break; /* enough frames found */
 | 
						|
            }
 | 
						|
        }
 | 
						|
 | 
						|
        if (bcount < sc->thdi)
 | 
						|
            continue; /* matching sequence is too short */
 | 
						|
        if ((double) goodfcount / (double) fcount < sc->thit)
 | 
						|
            continue;
 | 
						|
        if ((double) goodfcount*0.5 < FFMAX(gooda, goodb))
 | 
						|
            continue;
 | 
						|
 | 
						|
        meandist = (double) goodfcount / (double) distsum;
 | 
						|
 | 
						|
        if (meandist < minmeandist ||
 | 
						|
                status == (STATUS_END_REACHED | STATUS_BEGIN_REACHED) ||
 | 
						|
                mode == MODE_FAST){
 | 
						|
            minmeandist = meandist;
 | 
						|
            /* bestcandidate in this iteration */
 | 
						|
            bestmatch.meandist = meandist;
 | 
						|
            bestmatch.matchframes = bcount;
 | 
						|
            bestmatch.framerateratio = infos->framerateratio;
 | 
						|
            bestmatch.score = infos->score;
 | 
						|
            bestmatch.offset = infos->offset;
 | 
						|
            bestmatch.first = infos->first;
 | 
						|
            bestmatch.second = infos->second;
 | 
						|
            bestmatch.whole = 0; /* will be set to true later */
 | 
						|
            bestmatch.next = NULL;
 | 
						|
        }
 | 
						|
 | 
						|
        /* whole sequence is automatically best match */
 | 
						|
        if (status == (STATUS_END_REACHED | STATUS_BEGIN_REACHED)) {
 | 
						|
            bestmatch.whole = 1;
 | 
						|
            break;
 | 
						|
        }
 | 
						|
 | 
						|
        /* first matching sequence is enough, finding the best one is not necessary */
 | 
						|
        if (mode == MODE_FAST) {
 | 
						|
            break;
 | 
						|
        }
 | 
						|
    }
 | 
						|
    return bestmatch;
 | 
						|
}
 | 
						|
 | 
						|
static void sll_free(MatchingInfo *sll)
 | 
						|
{
 | 
						|
    void *tmp;
 | 
						|
    while (sll) {
 | 
						|
        tmp = sll;
 | 
						|
        sll = sll->next;
 | 
						|
        av_freep(&tmp);
 | 
						|
    }
 | 
						|
}
 | 
						|
 | 
						|
static MatchingInfo lookup_signatures(AVFilterContext *ctx, SignatureContext *sc, StreamContext *first, StreamContext *second, int mode)
 | 
						|
{
 | 
						|
    CoarseSignature *cs, *cs2;
 | 
						|
    MatchingInfo *infos;
 | 
						|
    MatchingInfo bestmatch;
 | 
						|
    MatchingInfo *i;
 | 
						|
 | 
						|
    cs = first->coarsesiglist;
 | 
						|
    cs2 = second->coarsesiglist;
 | 
						|
 | 
						|
    /* score of bestmatch is 0, if no match is found */
 | 
						|
    bestmatch.score = 0;
 | 
						|
    bestmatch.meandist = 99999;
 | 
						|
    bestmatch.whole = 0;
 | 
						|
 | 
						|
    fill_l1distlut(sc->l1distlut);
 | 
						|
 | 
						|
    /* stage 1: coarsesignature matching */
 | 
						|
    if (find_next_coarsecandidate(sc, second->coarsesiglist, &cs, &cs2, 1) == 0)
 | 
						|
        return bestmatch; /* no candidate found */
 | 
						|
    do {
 | 
						|
        av_log(ctx, AV_LOG_DEBUG, "Stage 1: got coarsesignature pair. "
 | 
						|
               "indices of first frame: %"PRIu32" and %"PRIu32"\n",
 | 
						|
               cs->first->index, cs2->first->index);
 | 
						|
        /* stage 2: l1-distance and hough-transform */
 | 
						|
        av_log(ctx, AV_LOG_DEBUG, "Stage 2: calculate matching parameters\n");
 | 
						|
        infos = get_matching_parameters(ctx, sc, cs->first, cs2->first);
 | 
						|
        if (av_log_get_level() == AV_LOG_DEBUG) {
 | 
						|
            for (i = infos; i != NULL; i = i->next) {
 | 
						|
                av_log(ctx, AV_LOG_DEBUG, "Stage 2: matching pair at %"PRIu32" and %"PRIu32", "
 | 
						|
                       "ratio %f, offset %d\n", i->first->index, i->second->index,
 | 
						|
                       i->framerateratio, i->offset);
 | 
						|
            }
 | 
						|
        }
 | 
						|
        /* stage 3: evaluation */
 | 
						|
        av_log(ctx, AV_LOG_DEBUG, "Stage 3: evaluate\n");
 | 
						|
        if (infos) {
 | 
						|
            bestmatch = evaluate_parameters(ctx, sc, infos, bestmatch, mode);
 | 
						|
            av_log(ctx, AV_LOG_DEBUG, "Stage 3: best matching pair at %"PRIu32" and %"PRIu32", "
 | 
						|
                   "ratio %f, offset %d, score %d, %d frames matching\n",
 | 
						|
                   bestmatch.first->index, bestmatch.second->index,
 | 
						|
                   bestmatch.framerateratio, bestmatch.offset, bestmatch.score, bestmatch.matchframes);
 | 
						|
            sll_free(infos);
 | 
						|
        }
 | 
						|
    } while (find_next_coarsecandidate(sc, second->coarsesiglist, &cs, &cs2, 0) && !bestmatch.whole);
 | 
						|
    return bestmatch;
 | 
						|
 | 
						|
}
 |