flipdetect.c

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/*====================================================================*
 -  Copyright (C) 2001 Leptonica.  All rights reserved.
 -
 -  Redistribution and use in source and binary forms, with or without
 -  modification, are permitted provided that the following conditions
 -  are met:
 -  1. Redistributions of source code must retain the above copyright
 -     notice, this list of conditions and the following disclaimer.
 -  2. Redistributions in binary form must reproduce the above
 -     copyright notice, this list of conditions and the following
 -     disclaimer in the documentation and/or other materials
 -     provided with the distribution.
 -
 -  THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
 -  ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
 -  LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
 -  A PARTICULAR PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL ANY
 -  CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
 -  EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
 -  PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
 -  PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY
 -  OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
 -  NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
 -  SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 *====================================================================*/

#include <math.h>
#include "allheaders.h"

    /* Sels for pixOrientDetect() and pixMirrorDetect() */
static const char *textsel1 = "x  oo "
                              "x oOo "
                              "x  o  "
                              "x     "
                              "xxxxxx";

static const char *textsel2 = " oo  x"
                              " oOo x"
                              "  o  x"
                              "     x"
                              "xxxxxx";

static const char *textsel3 = "xxxxxx"
                              "x     "
                              "x  o  "
                              "x oOo "
                              "x  oo ";

static const char *textsel4 = "xxxxxx"
                              "     x"
                              "  o  x"
                              " oOo x"
                              " oo  x";

    /* Parameters for determining orientation */
static const l_int32  DEFAULT_MIN_UP_DOWN_COUNT = 70;
static const l_float32  DEFAULT_MIN_UP_DOWN_CONF = 8.0;
static const l_float32  DEFAULT_MIN_UP_DOWN_RATIO = 2.5;

    /* Parameters for determining mirror flip */
static const l_int32  DEFAULT_MIN_MIRROR_FLIP_COUNT = 100;
static const l_float32  DEFAULT_MIN_MIRROR_FLIP_CONF = 5.0;

    /* Static debug function */
static void pixDebugFlipDetect(const char *filename, PIX *pixs,
                               PIX *pixhm, l_int32 enable);


/*----------------------------------------------------------------*
 *        High-level interface for detection and correction       *
 *----------------------------------------------------------------*/
PIX *
pixOrientCorrect(PIX        *pixs,
                 l_float32   minupconf,
                 l_float32   minratio,
                 l_float32  *pupconf,
                 l_float32  *pleftconf,
                 l_int32    *protation,
                 l_int32     debug)
{
l_int32    orient;
l_float32  upconf, leftconf;
PIX       *pix1;

    PROCNAME("pixOrientCorrect");

    if (!pixs || pixGetDepth(pixs) != 1)
        return (PIX *)ERROR_PTR("pixs undefined or not 1 bpp", procName, NULL);

    lept_mkdir("lept/orient");

        /* Get confidences for orientation */
    pixUpDownDetectDwa(pixs, &upconf, 0, debug);
    pix1 = pixRotate90(pixs, 1);
    pixUpDownDetectDwa(pix1, &leftconf, 0, debug);
    pixDestroy(&pix1);
    if (pupconf) *pupconf = upconf;
    if (pleftconf) *pleftconf = leftconf;

        /* Decide what to do */
    makeOrientDecision(upconf,leftconf, minupconf, minratio, &orient, debug);

        /* Do it */
    switch (orient)
    {
    case L_TEXT_ORIENT_UNKNOWN:
        L_INFO("text orientation not determined; no rotation\n", procName);
        if (protation) *protation = 0;
        return pixCopy(NULL, pixs);
        break;
    case L_TEXT_ORIENT_UP:
        L_INFO("text is oriented up; no rotation\n", procName);
        if (protation) *protation = 0;
        return pixCopy(NULL, pixs);
        break;
    case L_TEXT_ORIENT_LEFT:
        L_INFO("landscape; text oriented left; 90 cw rotation\n", procName);
        if (protation) *protation = 90;
        return pixRotateOrth(pixs, 1);
        break;
    case L_TEXT_ORIENT_DOWN:
        L_INFO("text oriented down; 180 cw rotation\n", procName);
        if (protation) *protation = 180;
        return pixRotateOrth(pixs, 2);
        break;
    case L_TEXT_ORIENT_RIGHT:
        L_INFO("landscape; text oriented right; 270 cw rotation\n", procName);
        if (protation) *protation = 270;
        return pixRotateOrth(pixs, 3);
        break;
    default:
        L_ERROR("invalid orient flag!\n", procName);
        return pixCopy(NULL, pixs);
    }
}


/*----------------------------------------------------------------*
 *         Orientation detection (four 90 degree angles)          *
 *                      Rasterop implementation                   *
 *----------------------------------------------------------------*/
l_int32
pixOrientDetect(PIX        *pixs,
                l_float32  *pupconf,
                l_float32  *pleftconf,
                l_int32     mincount,
                l_int32     debug)
{
PIX  *pix1;

    PROCNAME("pixOrientDetect");

    if (!pixs || pixGetDepth(pixs) != 1)
        return ERROR_INT("pixs not defined or not 1 bpp", procName, 1);
    if (!pupconf && !pleftconf)
        return ERROR_INT("nothing to do", procName, 1);
    if (mincount == 0)
        mincount = DEFAULT_MIN_UP_DOWN_COUNT;

    lept_mkdir("lept/orient");

    if (pupconf)
        pixUpDownDetect(pixs, pupconf, mincount, debug);
    if (pleftconf) {
        pix1 = pixRotate90(pixs, 1);
        pixUpDownDetect(pix1, pleftconf, mincount, debug);
        pixDestroy(&pix1);
    }

    return 0;
}


l_int32
makeOrientDecision(l_float32  upconf,
                   l_float32  leftconf,
                   l_float32  minupconf,
                   l_float32  minratio,
                   l_int32   *porient,
                   l_int32    debug)
{
l_float32  absupconf, absleftconf;

    PROCNAME("makeOrientDecision");

    if (!porient)
        return ERROR_INT("&orient not defined", procName, 1);
    *porient = L_TEXT_ORIENT_UNKNOWN;  /* default: no decision */
    if (upconf == 0.0 || leftconf == 0.0) {
        L_INFO("not enough confidence to get orientation\n", procName);
        return 0;
    }

    lept_mkdir("lept/orient");

    if (minupconf == 0.0)
        minupconf = DEFAULT_MIN_UP_DOWN_CONF;
    if (minratio == 0.0)
        minratio = DEFAULT_MIN_UP_DOWN_RATIO;
    absupconf = L_ABS(upconf);
    absleftconf = L_ABS(leftconf);

        /* Here are the four possible orientation decisions, based
         * on satisfaction of two threshold constraints. */
    if (upconf > minupconf && absupconf > minratio * absleftconf)
        *porient = L_TEXT_ORIENT_UP;
    else if (leftconf > minupconf && absleftconf > minratio * absupconf)
        *porient = L_TEXT_ORIENT_LEFT;
    else if (upconf < -minupconf && absupconf > minratio * absleftconf)
        *porient = L_TEXT_ORIENT_DOWN;
    else if (leftconf < -minupconf && absleftconf > minratio * absupconf)
        *porient = L_TEXT_ORIENT_RIGHT;

    if (debug) {
        fprintf(stderr, "upconf = %7.3f, leftconf = %7.3f\n", upconf, leftconf);
        if (*porient == L_TEXT_ORIENT_UNKNOWN)
            fprintf(stderr, "Confidence is low; no determination is made\n");
        else if (*porient == L_TEXT_ORIENT_UP)
            fprintf(stderr, "Text is rightside-up\n");
        else if (*porient == L_TEXT_ORIENT_LEFT)
            fprintf(stderr, "Text is rotated 90 deg ccw\n");
        else if (*porient == L_TEXT_ORIENT_DOWN)
            fprintf(stderr, "Text is upside-down\n");
        else   /* *porient == L_TEXT_ORIENT_RIGHT */
            fprintf(stderr, "Text is rotated 90 deg cw\n");
    }

    return 0;
}


l_int32
pixUpDownDetect(PIX        *pixs,
                l_float32  *pconf,
                l_int32     mincount,
                l_int32     debug)
{
    return pixUpDownDetectGeneral(pixs, pconf, mincount, 0, debug);
}


l_int32
pixUpDownDetectGeneral(PIX        *pixs,
                       l_float32  *pconf,
                       l_int32     mincount,
                       l_int32     npixels,
                       l_int32     debug)
{
l_int32    countup, countdown, nmax;
l_float32  nup, ndown;
PIX       *pix0, *pix1, *pix2, *pix3, *pixm;
SEL       *sel1, *sel2, *sel3, *sel4;

    PROCNAME("pixUpDownDetectGeneral");

    if (!pconf)
        return ERROR_INT("&conf not defined", procName, 1);
    *pconf = 0.0;
    if (!pixs || pixGetDepth(pixs) != 1)
        return ERROR_INT("pixs not defined or not 1 bpp", procName, 1);
    if (mincount == 0)
        mincount = DEFAULT_MIN_UP_DOWN_COUNT;
    if (npixels < 0)
        npixels = 0;

    lept_mkdir("lept/orient");

    sel1 = selCreateFromString(textsel1, 5, 6, NULL);
    sel2 = selCreateFromString(textsel2, 5, 6, NULL);
    sel3 = selCreateFromString(textsel3, 5, 6, NULL);
    sel4 = selCreateFromString(textsel4, 5, 6, NULL);

        /* One of many reasonable pre-filtering sequences: (1, 8) and (30, 1).
         * This closes holes in x-height characters and joins them at
         * the x-height.  There is more noise in the descender detection
         * from this, but it works fairly well. */
    pix0 = pixMorphCompSequence(pixs, "c1.8 + c30.1", 0);

        /* Optionally, make a mask of the word bounding boxes, shortening
         * each of them by a fixed amount at each end. */
    pixm = NULL;
    if (npixels > 0) {
        l_int32  i, nbox, x, y, w, h;
        BOX   *box;
        BOXA  *boxa;
        pix1 = pixMorphSequence(pix0, "o10.1", 0);
        boxa = pixConnComp(pix1, NULL, 8);
        pixm = pixCreateTemplate(pix1);
        pixDestroy(&pix1);
        nbox = boxaGetCount(boxa);
        for (i = 0; i < nbox; i++) {
            box = boxaGetBox(boxa, i, L_CLONE);
            boxGetGeometry(box, &x, &y, &w, &h);
            if (w > 2 * npixels)
                pixRasterop(pixm, x + npixels, y - 6, w - 2 * npixels, h + 13,
                            PIX_SET, NULL, 0, 0);
            boxDestroy(&box);
        }
        boxaDestroy(&boxa);
    }

        /* Find the ascenders and optionally filter with pixm.
         * For an explanation of the procedure used for counting the result
         * of the HMT, see comments at the beginning of this function. */
    pix1 = pixHMT(NULL, pix0, sel1);
    pix2 = pixHMT(NULL, pix0, sel2);
    pixOr(pix1, pix1, pix2);
    if (pixm)
        pixAnd(pix1, pix1, pixm);
    pix3 = pixReduceRankBinaryCascade(pix1, 1, 1, 0, 0);
    pixCountPixels(pix3, &countup, NULL);
    pixDebugFlipDetect("/tmp/lept/orient/up.png", pixs, pix1, debug);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

        /* Find the ascenders and optionally filter with pixm. */
    pix1 = pixHMT(NULL, pix0, sel3);
    pix2 = pixHMT(NULL, pix0, sel4);
    pixOr(pix1, pix1, pix2);
    if (pixm)
        pixAnd(pix1, pix1, pixm);
    pix3 = pixReduceRankBinaryCascade(pix1, 1, 1, 0, 0);
    pixCountPixels(pix3, &countdown, NULL);
    pixDebugFlipDetect("/tmp/lept/orient/down.png", pixs, pix1, debug);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

        /* Evaluate statistically, generating a confidence that is
         * related to the probability with a gaussian distribution. */
    nup = (l_float32)(countup);
    ndown = (l_float32)(countdown);
    nmax = L_MAX(countup, countdown);
    if (nmax > mincount)
        *pconf = 2. * ((nup - ndown) / sqrt(nup + ndown));

    if (debug) {
        if (pixm) pixWrite("/tmp/lept/orient/pixm1.png", pixm, IFF_PNG);
        fprintf(stderr, "nup = %7.3f, ndown = %7.3f, conf = %7.3f\n",
                nup, ndown, *pconf);
        if (*pconf > DEFAULT_MIN_UP_DOWN_CONF)
            fprintf(stderr, "Text is rightside-up\n");
        if (*pconf < -DEFAULT_MIN_UP_DOWN_CONF)
            fprintf(stderr, "Text is upside-down\n");
    }

    pixDestroy(&pix0);
    pixDestroy(&pixm);
    selDestroy(&sel1);
    selDestroy(&sel2);
    selDestroy(&sel3);
    selDestroy(&sel4);
    return 0;
}


/*----------------------------------------------------------------*
 *         Orientation detection (four 90 degree angles)          *
 *                         DWA implementation                     *
 *----------------------------------------------------------------*/
l_int32
pixOrientDetectDwa(PIX        *pixs,
                   l_float32  *pupconf,
                   l_float32  *pleftconf,
                   l_int32     mincount,
                   l_int32     debug)
{
PIX  *pix1;

    PROCNAME("pixOrientDetectDwa");

    if (!pixs || pixGetDepth(pixs) != 1)
        return ERROR_INT("pixs not defined or not 1 bpp", procName, 1);
    if (!pupconf && !pleftconf)
        return ERROR_INT("nothing to do", procName, 1);
    if (mincount == 0)
        mincount = DEFAULT_MIN_UP_DOWN_COUNT;

    if (pupconf)
        pixUpDownDetectDwa(pixs, pupconf, mincount, debug);
    if (pleftconf) {
        pix1 = pixRotate90(pixs, 1);
        pixUpDownDetectDwa(pix1, pleftconf, mincount, debug);
        pixDestroy(&pix1);
    }

    return 0;
}


l_int32
pixUpDownDetectDwa(PIX       *pixs,
                  l_float32  *pconf,
                  l_int32     mincount,
                  l_int32     debug)
{
    return pixUpDownDetectGeneralDwa(pixs, pconf, mincount, 0, debug);
}


l_int32
pixUpDownDetectGeneralDwa(PIX        *pixs,
                          l_float32  *pconf,
                          l_int32     mincount,
                          l_int32     npixels,
                          l_int32     debug)
{
char       flipsel1[] = "flipsel1";
char       flipsel2[] = "flipsel2";
char       flipsel3[] = "flipsel3";
char       flipsel4[] = "flipsel4";
l_int32    countup, countdown, nmax;
l_float32  nup, ndown;
PIX       *pixt, *pix0, *pix1, *pix2, *pix3, *pixm;

    PROCNAME("pixUpDownDetectGeneralDwa");

    if (!pconf)
        return ERROR_INT("&conf not defined", procName, 1);
    *pconf = 0.0;
    if (!pixs || pixGetDepth(pixs) != 1)
        return ERROR_INT("pixs not defined or not 1 bpp", procName, 1);
    if (mincount == 0)
        mincount = DEFAULT_MIN_UP_DOWN_COUNT;
    if (npixels < 0)
        npixels = 0;

    lept_mkdir("lept/orient");

        /* One of many reasonable pre-filtering sequences: (1, 8) and (30, 1).
         * This closes holes in x-height characters and joins them at
         * the x-height.  There is more noise in the descender detection
         * from this, but it works fairly well. */
    pixt = pixMorphSequenceDwa(pixs, "c1.8 + c30.1", 0);

        /* Be sure to add the border before the flip DWA operations! */
    pix0 = pixAddBorderGeneral(pixt, ADDED_BORDER, ADDED_BORDER,
                                ADDED_BORDER, ADDED_BORDER, 0);
    pixDestroy(&pixt);

        /* Optionally, make a mask of the word bounding boxes, shortening
         * each of them by a fixed amount at each end. */
    pixm = NULL;
    if (npixels > 0) {
        l_int32  i, nbox, x, y, w, h;
        BOX   *box;
        BOXA  *boxa;
        pix1 = pixMorphSequenceDwa(pix0, "o10.1", 0);
        boxa = pixConnComp(pix1, NULL, 8);
        pixm = pixCreateTemplate(pix1);
        pixDestroy(&pix1);
        nbox = boxaGetCount(boxa);
        for (i = 0; i < nbox; i++) {
            box = boxaGetBox(boxa, i, L_CLONE);
            boxGetGeometry(box, &x, &y, &w, &h);
            if (w > 2 * npixels)
                pixRasterop(pixm, x + npixels, y - 6, w - 2 * npixels, h + 13,
                            PIX_SET, NULL, 0, 0);
            boxDestroy(&box);
        }
        boxaDestroy(&boxa);
    }

        /* Find the ascenders and optionally filter with pixm.
         * For an explanation of the procedure used for counting the result
         * of the HMT, see comments in pixUpDownDetectGeneral().  */
    pix1 = pixFlipFHMTGen(NULL, pix0, flipsel1);
    pix2 = pixFlipFHMTGen(NULL, pix0, flipsel2);
    pixOr(pix1, pix1, pix2);
    if (pixm)
        pixAnd(pix1, pix1, pixm);
    pix3 = pixReduceRankBinaryCascade(pix1, 1, 1, 0, 0);
    pixCountPixels(pix3, &countup, NULL);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

        /* Find the ascenders and optionally filter with pixm. */
    pix1 = pixFlipFHMTGen(NULL, pix0, flipsel3);
    pix2 = pixFlipFHMTGen(NULL, pix0, flipsel4);
    pixOr(pix1, pix1, pix2);
    if (pixm)
        pixAnd(pix1, pix1, pixm);
    pix3 = pixReduceRankBinaryCascade(pix1, 1, 1, 0, 0);
    pixCountPixels(pix3, &countdown, NULL);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

        /* Evaluate statistically, generating a confidence that is
         * related to the probability with a gaussian distribution. */
    nup = (l_float32)(countup);
    ndown = (l_float32)(countdown);
    nmax = L_MAX(countup, countdown);
    if (nmax > mincount)
        *pconf = 2. * ((nup - ndown) / sqrt(nup + ndown));

    if (debug) {
        if (pixm) pixWrite("/tmp/lept/orient/pixm2.png", pixm, IFF_PNG);
        fprintf(stderr, "nup = %7.3f, ndown = %7.3f, conf = %7.3f\n",
                nup, ndown, *pconf);
        if (*pconf > DEFAULT_MIN_UP_DOWN_CONF)
            fprintf(stderr, "Text is rightside-up\n");
        if (*pconf < -DEFAULT_MIN_UP_DOWN_CONF)
            fprintf(stderr, "Text is upside-down\n");
    }

    pixDestroy(&pix0);
    pixDestroy(&pixm);
    return 0;
}



/*----------------------------------------------------------------*
 *                     Left-right mirror detection                *
 *                       Rasterop implementation                  *
 *----------------------------------------------------------------*/
l_int32
pixMirrorDetect(PIX        *pixs,
                l_float32  *pconf,
                l_int32     mincount,
                l_int32     debug)
{
l_int32    count1, count2, nmax;
l_float32  nleft, nright;
PIX       *pix0, *pix1, *pix2, *pix3;
SEL       *sel1, *sel2;

    PROCNAME("pixMirrorDetect");

    if (!pconf)
        return ERROR_INT("&conf not defined", procName, 1);
    *pconf = 0.0;
    if (!pixs || pixGetDepth(pixs) != 1)
        return ERROR_INT("pixs not defined or not 1 bpp", procName, 1);
    if (mincount == 0)
        mincount = DEFAULT_MIN_MIRROR_FLIP_COUNT;

    sel1 = selCreateFromString(textsel1, 5, 6, NULL);
    sel2 = selCreateFromString(textsel2, 5, 6, NULL);

        /* Fill x-height characters but not space between them, sort of. */
    pix3 = pixMorphCompSequence(pixs, "d1.30", 0);
    pixXor(pix3, pix3, pixs);
    pix0 = pixMorphCompSequence(pixs, "c15.1", 0);
    pixXor(pix0, pix0, pixs);
    pixAnd(pix0, pix0, pix3);
    pixOr(pix0, pix0, pixs);
    pixDestroy(&pix3);

        /* Filter the right-facing characters. */
    pix1 = pixHMT(NULL, pix0, sel1);
    pix3 = pixReduceRankBinaryCascade(pix1, 1, 1, 0, 0);
    pixCountPixels(pix3, &count1, NULL);
    pixDebugFlipDetect("/tmp/lept/orient/right.png", pixs, pix1, debug);
    pixDestroy(&pix1);
    pixDestroy(&pix3);

        /* Filter the left-facing characters. */
    pix2 = pixHMT(NULL, pix0, sel2);
    pix3 = pixReduceRankBinaryCascade(pix2, 1, 1, 0, 0);
    pixCountPixels(pix3, &count2, NULL);
    pixDebugFlipDetect("/tmp/lept/orient/left.png", pixs, pix2, debug);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

    nright = (l_float32)count1;
    nleft = (l_float32)count2;
    nmax = L_MAX(count1, count2);
    pixDestroy(&pix0);
    selDestroy(&sel1);
    selDestroy(&sel2);

    if (nmax > mincount)
        *pconf = 2. * ((nright - nleft) / sqrt(nright + nleft));

    if (debug) {
        fprintf(stderr, "nright = %f, nleft = %f\n", nright, nleft);
        if (*pconf > DEFAULT_MIN_MIRROR_FLIP_CONF)
            fprintf(stderr, "Text is not mirror reversed\n");
        if (*pconf < -DEFAULT_MIN_MIRROR_FLIP_CONF)
            fprintf(stderr, "Text is mirror reversed\n");
    }

    return 0;
}


/*----------------------------------------------------------------*
 *                     Left-right mirror detection                *
 *                          DWA implementation                    *
 *----------------------------------------------------------------*/
l_int32
pixMirrorDetectDwa(PIX        *pixs,
                   l_float32  *pconf,
                   l_int32     mincount,
                   l_int32     debug)
{
char       flipsel1[] = "flipsel1";
char       flipsel2[] = "flipsel2";
l_int32    count1, count2, nmax;
l_float32  nleft, nright;
PIX       *pix0, *pix1, *pix2, *pix3;

    PROCNAME("pixMirrorDetectDwa");

    if (!pconf)
        return ERROR_INT("&conf not defined", procName, 1);
    *pconf = 0.0;
    if (!pixs || pixGetDepth(pixs) != 1)
        return ERROR_INT("pixs not defined or not 1 bpp", procName, 1);
    if (mincount == 0)
        mincount = DEFAULT_MIN_MIRROR_FLIP_COUNT;

        /* Fill x-height characters but not space between them, sort of. */
    pix3 = pixMorphSequenceDwa(pixs, "d1.30", 0);
    pixXor(pix3, pix3, pixs);
    pix0 = pixMorphSequenceDwa(pixs, "c15.1", 0);
    pixXor(pix0, pix0, pixs);
    pixAnd(pix0, pix0, pix3);
    pixOr(pix3, pix0, pixs);
    pixDestroy(&pix0);
    pix0 = pixAddBorderGeneral(pix3, ADDED_BORDER, ADDED_BORDER,
                                ADDED_BORDER, ADDED_BORDER, 0);
    pixDestroy(&pix3);

        /* Filter the right-facing characters. */
    pix1 = pixFlipFHMTGen(NULL, pix0, flipsel1);
    pix3 = pixReduceRankBinaryCascade(pix1, 1, 1, 0, 0);
    pixCountPixels(pix3, &count1, NULL);
    pixDestroy(&pix1);
    pixDestroy(&pix3);

        /* Filter the left-facing characters. */
    pix2 = pixFlipFHMTGen(NULL, pix0, flipsel2);
    pix3 = pixReduceRankBinaryCascade(pix2, 1, 1, 0, 0);
    pixCountPixels(pix3, &count2, NULL);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

    pixDestroy(&pix0);
    nright = (l_float32)count1;
    nleft = (l_float32)count2;
    nmax = L_MAX(count1, count2);

    if (nmax > mincount)
        *pconf = 2. * ((nright - nleft) / sqrt(nright + nleft));

    if (debug) {
        fprintf(stderr, "nright = %f, nleft = %f\n", nright, nleft);
        if (*pconf > DEFAULT_MIN_MIRROR_FLIP_CONF)
            fprintf(stderr, "Text is not mirror reversed\n");
        if (*pconf < -DEFAULT_MIN_MIRROR_FLIP_CONF)
            fprintf(stderr, "Text is mirror reversed\n");
    }

    return 0;
}


/*----------------------------------------------------------------*
 *                        Static debug helper                     *
 *----------------------------------------------------------------*/
/*
 *  pixDebugFlipDetect()
 *
 *      Input:  filename (for output debug file)
 *              pixs (input to pix*Detect)
 *              pixhm (hit-miss result from ascenders or descenders)
 *              enable (1 to enable this function; 0 to disable)
 *      Return: void
 */
static void
pixDebugFlipDetect(const char *filename,
                   PIX        *pixs,
                   PIX        *pixhm,
                   l_int32     enable)
{
PIX  *pixt, *pixthm;

   if (!enable) return;

        /* Display with red dot at counted locations */
    pixt = pixConvert1To4Cmap(pixs);
    pixthm = pixMorphSequence(pixhm, "d5.5", 0);
    pixSetMaskedCmap(pixt, pixthm, 0, 0, 255, 0, 0);

    pixWrite(filename, pixt, IFF_PNG);
    pixDestroy(&pixthm);
    pixDestroy(&pixt);
    return;
}