Example #1
0
static NUMA *
MakeGaussian(l_int32 mean, l_int32 stdev, l_float32 fract) {
    l_int32 i, total;
    l_float32 norm, val;
    NUMA *na;

    na = numaMakeConstant(0.0, 256);
    norm = fract / ((l_float32) stdev * sqrt(2 * 3.14159));
    total = 0;
    for (i = 0; i < 256; i++) {
        val = norm * 1000000. * exp(-(l_float32)((i - mean) * (i - mean)) /
                                    (l_float32)(2 * stdev * stdev));
        total += (l_int32) val;
        numaSetValue(na, i, val);
    }
    fprintf(stderr, "Total = %d\n", total);

    return na;
}
l_int32 main(int    argc,
             char **argv)
{
l_float32     dist, distr, distg, distb;
NUMA         *na1, *na2;
PIX          *pix1, *pix2, *pix3, *pix4, *pix5, *pix6;
L_REGPARAMS  *rp;

    if (regTestSetup(argc, argv, &rp))
        return 1;

        /* Test earthmover distance: extreme DC */
    fprintf(stderr, "Test earthmover distance\n");
    na1 = numaMakeConstant(0, 201);
    na2 = numaMakeConstant(0, 201);
    numaSetValue(na1, 0, 100);
    numaSetValue(na2, 200, 100);
    numaEarthMoverDistance(na1, na2, &dist);
    regTestCompareValues(rp, 200.0, dist, 0.0001);  /* 0 */
    numaDestroy(&na1);
    numaDestroy(&na2);

        /* Test connected component labelling */
    fprintf(stderr, "Test c.c. labelling\n");
    pix1 = pixRead("feyn-fract.tif");
    pix2 = pixConnCompTransform(pix1, 8, 8);
    regTestWritePixAndCheck(rp, pix2, IFF_PNG);  /* 1 */
    pixDisplayWithTitle(pix2, 0, 0, NULL, rp->display);
    pix3 = pixConnCompTransform(pix1, 8, 16);
    pix4 = pixConvert16To8(pix3, L_LS_BYTE);
    regTestCompareSimilarPix(rp, pix2, pix4, 3, 0.001, 0);  /* 2 */
    pixDestroy(&pix2);
    pixDestroy(&pix3);
    pixDestroy(&pix4);

        /* Test connected component area labelling */
    fprintf(stderr, "Test c.c. area labelling\n");
    pix2 = pixConnCompAreaTransform(pix1, 8);
    pix3 = pixConvert16To8(pix2, L_CLIP_TO_255);
    regTestWritePixAndCheck(rp, pix3, IFF_PNG);  /* 3 */
    pixDisplayWithTitle(pix3, 0, 350, NULL, rp->display);
    pixMultConstantGray(pix2, 0.3);
    pix4 = pixConvert16To8(pix2, L_LS_BYTE);
    regTestWritePixAndCheck(rp, pix4, IFF_PNG);  /* 4 */
    pixDisplayWithTitle(pix4, 0, 700, NULL, rp->display);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);
    pixDestroy(&pix4);

        /* Test color transform: 4-fold symmetry */
    fprintf(stderr, "Test color transform: 4-fold symmetry\n");
    pix1 = pixRead("form1.tif");
    pix2 = pixRotateOrth(pix1, 1);
    pix3 = pixRotateOrth(pix1, 2);
    pix4 = pixRotateOrth(pix1, 3);
    pix5 = pixLocToColorTransform(pix1);
    regTestWritePixAndCheck(rp, pix5, IFF_PNG);  /* 5 */
    pix6 = pixLocToColorTransform(pix2);
    regTestWritePixAndCheck(rp, pix6, IFF_PNG);  /* 6 */
    FindEMD(pix5, pix6, &distr, &distg, &distb);
    regTestCompareValues(rp, 0.12, distr, 0.01);  /* 7 */
    regTestCompareValues(rp, 0.00, distg, 0.01);  /* 8 */
    regTestCompareValues(rp, 0.00, distb, 0.01);  /* 9 */
    fprintf(stderr, "90 deg rotation: dist (r,g,b) = (%5.2f, %5.2f, %5.2f)\n",
            distr, distg, distb);
    pixDestroy(&pix6);
    pix6 = pixLocToColorTransform(pix3);
    regTestWritePixAndCheck(rp, pix6, IFF_PNG);  /* 10 */
    FindEMD(pix5, pix6, &distr, &distg, &distb);
    regTestCompareValues(rp, 0.12, distr, 0.01);  /* 11 */
    regTestCompareValues(rp, 0.09, distg, 0.01);  /* 12 */
    regTestCompareValues(rp, 0.00, distb, 0.01);  /* 13 */
    fprintf(stderr, "180 deg rotation: dist (r,g,b) = (%5.2f, %5.2f, %5.2f)\n",
            distr, distg, distb);
    pixDestroy(&pix6);
    pix6 = pixLocToColorTransform(pix4);
    regTestWritePixAndCheck(rp, pix6, IFF_PNG);  /* 14 */
    FindEMD(pix5, pix6, &distr, &distg, &distb);
    regTestCompareValues(rp, 0.00, distr, 0.01);  /* 15 */
    regTestCompareValues(rp, 0.09, distg, 0.01);  /* 16 */
    regTestCompareValues(rp, 0.00, distb, 0.01);  /* 17 */
    fprintf(stderr, "270 deg rotation: dist (r,g,b) = (%5.2f, %5.2f, %5.2f)\n",
            distr, distg, distb);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);
    pixDestroy(&pix4);
    pixDestroy(&pix5);
    pixDestroy(&pix6);

        /* Test color transform: same form with translation */
    fprintf(stderr, "Test color transform with translation\n");
    pix1 = pixRead("form1.tif");
    pix2 = pixLocToColorTransform(pix1);
    pixDisplayWithTitle(pix2, 0, 0, NULL, rp->display);
    pixTranslate(pix1, pix1, 10, 10, L_BRING_IN_WHITE);
    pix3 = pixLocToColorTransform(pix1);
    regTestWritePixAndCheck(rp, pix3, IFF_PNG);  /* 18 */
    pixDisplayWithTitle(pix3, 470, 0, NULL, rp->display);
    FindEMD(pix2, pix3, &distr, &distg, &distb);
    regTestCompareValues(rp, 1.76, distr, 0.01);  /* 19 */
    regTestCompareValues(rp, 2.65, distg, 0.01);  /* 20 */
    regTestCompareValues(rp, 2.03, distb, 0.01);  /* 21 */
    fprintf(stderr, "Translation dist (r,g,b) = (%5.2f, %5.2f, %5.2f)\n",
            distr, distg, distb);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

        /* Test color transform: same form with small rotation */
    fprintf(stderr, "Test color transform with small rotation\n");
    pix1 = pixRead("form1.tif");
    pix2 = pixLocToColorTransform(pix1);
    pixRotateShearCenterIP(pix1, 0.1, L_BRING_IN_WHITE);
    pix3 = pixLocToColorTransform(pix1);
    regTestWritePixAndCheck(rp, pix3, IFF_PNG);  /* 22 */
    pixDisplayWithTitle(pix3, 880, 0, NULL, rp->display);
    FindEMD(pix2, pix3, &distr, &distg, &distb);
    regTestCompareValues(rp, 1.50, distr, 0.01);  /* 23 */
    regTestCompareValues(rp, 1.71, distg, 0.01);  /* 24 */
    regTestCompareValues(rp, 1.42, distb, 0.01);  /* 25 */
    fprintf(stderr, "Rotation dist (r,g,b) = (%5.2f, %5.2f, %5.2f)\n",
            distr, distg, distb);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);

        /* Test color transform: 2 different forms */
    fprintf(stderr, "Test color transform (2 forms)\n");
    pix1 = pixRead("form1.tif");
    pix2 = pixLocToColorTransform(pix1);
    pixDisplayWithTitle(pix2, 0, 600, NULL, rp->display);
    pix3 = pixRead("form2.tif");
    pix4 = pixLocToColorTransform(pix3);
    regTestWritePixAndCheck(rp, pix4, IFF_PNG);  /* 25 */
    pixDisplayWithTitle(pix4, 470, 600, NULL, rp->display);
    FindEMD(pix2, pix4, &distr, &distg, &distb);
    regTestCompareValues(rp, 6.10, distr, 0.02);  /* 27 */
    regTestCompareValues(rp, 11.13, distg, 0.01);  /* 28 */
    regTestCompareValues(rp, 10.53, distb, 0.01);  /* 29 */
    fprintf(stderr, "Different forms: dist (r,g,b) = (%5.2f, %5.2f, %5.2f)\n",
            distr, distg, distb);
    pixDestroy(&pix1);
    pixDestroy(&pix2);
    pixDestroy(&pix3);
    pixDestroy(&pix4);

    return regTestCleanup(rp);
}
Example #3
0
/*!
 *  wshedApply()
 *
 *      Input:  wshed (generated from wshedCreate())
 *      Return: 0 if OK, 1 on error
 *
 *  Iportant note:
 *      (1) This is buggy.  It seems to locate watersheds that are
 *          duplicates.  The watershed extraction after complete fill
 *          grabs some regions belonging to existing watersheds.
 *          See prog/watershedtest.c for testing.
 */
l_int32
wshedApply(L_WSHED *wshed) {
    char two_new_watersheds[] = "Two new watersheds";
    char seed_absorbed_into_seeded_basin[] = "Seed absorbed into seeded basin";
    char one_new_watershed_label[] = "One new watershed (label)";
    char one_new_watershed_index[] = "One new watershed (index)";
    char minima_absorbed_into_seeded_basin[] =
            "Minima absorbed into seeded basin";
    char minima_absorbed_by_filler_or_another[] =
            "Minima absorbed by filler or another";
    l_int32 nseeds, nother, nboth, arraysize;
    l_int32 i, j, val, x, y, w, h, index, mindepth;
    l_int32 imin, imax, jmin, jmax, cindex, clabel, nindex;
    l_int32 hindex, hlabel, hmin, hmax, minhindex, maxhindex;
    l_int32 *lut;
    l_uint32 ulabel, uval;
    void **lines8, **linelab32;
    NUMA *nalut, *nalevels, *nash, *namh, *nasi;
    NUMA **links;
    L_HEAP *lh;
    PIX *pixmin, *pixsd;
    PIXA *pixad;
    L_STACK *rstack;
    PTA *ptas, *ptao;

    PROCNAME("wshedApply");

    if (!wshed)
        return ERROR_INT("wshed not defined", procName, 1);

    /* ------------------------------------------------------------ *
     *  Initialize priority queue and pixlab with seeds and minima  *
     * ------------------------------------------------------------ */

    lh = lheapCreate(0, L_SORT_INCREASING);  /* remove lowest values first */
    rstack = lstackCreate(0);  /* for reusing the WSPixels */
    pixGetDimensions(wshed->pixs, &w, &h, NULL);
    lines8 = wshed->lines8;  /* wshed owns this */
    linelab32 = wshed->linelab32;  /* ditto */

    /* Identify seed (marker) pixels, 1 for each c.c. in pixm */
    pixSelectMinInConnComp(wshed->pixs, wshed->pixm, &ptas, &nash);
    pixsd = pixGenerateFromPta(ptas, w, h);
    nseeds = ptaGetCount(ptas);
    for (i = 0; i < nseeds; i++) {
        ptaGetIPt(ptas, i, &x, &y);
        uval = GET_DATA_BYTE(lines8[y], x);
        pushWSPixel(lh, rstack, (l_int32) uval, x, y, i);
    }
    wshed->ptas = ptas;
    nasi = numaMakeConstant(1, nseeds);  /* indicator array */
    wshed->nasi = nasi;
    wshed->nash = nash;
    wshed->nseeds = nseeds;

    /* Identify minima that are not seeds.  Use these 4 steps:
     *  (1) Get the local minima, which can have components
     *      of arbitrary size.  This will be a clipping mask.
     *  (2) Get the image of the actual seeds (pixsd)
     *  (3) Remove all elements of the clipping mask that have a seed.
     *  (4) Shrink each of the remaining elements of the minima mask
     *      to a single pixel.  */
    pixLocalExtrema(wshed->pixs, 200, 0, &pixmin, NULL);
    pixRemoveSeededComponents(pixmin, pixsd, pixmin, 8, 2);
    pixSelectMinInConnComp(wshed->pixs, pixmin, &ptao, &namh);
    nother = ptaGetCount(ptao);
    for (i = 0; i < nother; i++) {
        ptaGetIPt(ptao, i, &x, &y);
        uval = GET_DATA_BYTE(lines8[y], x);
        pushWSPixel(lh, rstack, (l_int32) uval, x, y, nseeds + i);
    }
    wshed->namh = namh;

    /* ------------------------------------------------------------ *
     *                Initialize merging lookup tables              *
     * ------------------------------------------------------------ */

    /* nalut should always give the current after-merging index.
     * links are effectively backpointers: they are numas associated with
     * a dest index of all indices in nalut that point to that index. */
    mindepth = wshed->mindepth;
    nboth = nseeds + nother;
    arraysize = 2 * nboth;
    wshed->arraysize = arraysize;
    nalut = numaMakeSequence(0, 1, arraysize);
    lut = numaGetIArray(nalut);
    wshed->lut = lut;  /* wshed owns this */
    links = (NUMA **) CALLOC(arraysize, sizeof(NUMA * ));
    wshed->links = links;  /* wshed owns this */
    nindex = nseeds + nother;  /* the next unused index value */

    /* ------------------------------------------------------------ *
     *              Fill the basins, using the priority queue       *
     * ------------------------------------------------------------ */

    pixad = pixaCreate(nseeds);
    wshed->pixad = pixad;  /* wshed owns this */
    nalevels = numaCreate(nseeds);
    wshed->nalevels = nalevels;  /* wshed owns this */
    L_INFO("nseeds = %d, nother = %d\n", procName, nseeds, nother);
    while (lheapGetCount(lh) > 0) {
        popWSPixel(lh, rstack, &val, &x, &y, &index);
/*        fprintf(stderr, "x = %d, y = %d, index = %d\n", x, y, index); */
        ulabel = GET_DATA_FOUR_BYTES(linelab32[y], x);
        if (ulabel == MAX_LABEL_VALUE)
            clabel = ulabel;
        else
            clabel = lut[ulabel];
        cindex = lut[index];
        if (clabel == cindex) continue;  /* have already seen this one */
        if (clabel == MAX_LABEL_VALUE) {  /* new one; assign index and try to
                                           * propagate to all neighbors */
            SET_DATA_FOUR_BYTES(linelab32[y], x, cindex);
            imin = L_MAX(0, y - 1);
            imax = L_MIN(h - 1, y + 1);
            jmin = L_MAX(0, x - 1);
            jmax = L_MIN(w - 1, x + 1);
            for (i = imin; i <= imax; i++) {
                for (j = jmin; j <= jmax; j++) {
                    if (i == y && j == x) continue;
                    uval = GET_DATA_BYTE(lines8[i], j);
                    pushWSPixel(lh, rstack, (l_int32) uval, j, i, cindex);
                }
            }
        } else {  /* pixel is already labeled (differently); must resolve */

            /* If both indices are seeds, check if the min height is
             * greater than mindepth.  If so, we have two new watersheds;
             * locate them and assign to both regions a new index
             * for further waterfill.  If not, absorb the shallower
             * watershed into the deeper one and continue filling it. */
            pixGetPixel(pixsd, x, y, &uval);
            if (clabel < nseeds && cindex < nseeds) {
                wshedGetHeight(wshed, val, clabel, &hlabel);
                wshedGetHeight(wshed, val, cindex, &hindex);
                hmin = L_MIN(hlabel, hindex);
                hmax = L_MAX(hlabel, hindex);
                if (hmin == hmax) {
                    hmin = hlabel;
                    hmax = hindex;
                }
                if (wshed->debug) {
                    fprintf(stderr, "clabel,hlabel = %d,%d\n", clabel, hlabel);
                    fprintf(stderr, "hmin = %d, hmax = %d\n", hmin, hmax);
                    fprintf(stderr, "cindex,hindex = %d,%d\n", cindex, hindex);
                    if (hmin < mindepth)
                        fprintf(stderr, "Too shallow!\n");
                }

                if (hmin >= mindepth) {
                    debugWshedMerge(wshed, two_new_watersheds,
                                    x, y, clabel, cindex);
                    wshedSaveBasin(wshed, cindex, val - 1);
                    wshedSaveBasin(wshed, clabel, val - 1);
                    numaSetValue(nasi, cindex, 0);
                    numaSetValue(nasi, clabel, 0);

                    if (wshed->debug) fprintf(stderr, "nindex = %d\n", nindex);
                    debugPrintLUT(lut, nindex, wshed->debug);
                    mergeLookup(wshed, clabel, nindex);
                    debugPrintLUT(lut, nindex, wshed->debug);
                    mergeLookup(wshed, cindex, nindex);
                    debugPrintLUT(lut, nindex, wshed->debug);
                    nindex++;
                } else  /* extraneous seed within seeded basin; absorb */ {
                    debugWshedMerge(wshed, seed_absorbed_into_seeded_basin,
                                    x, y, clabel, cindex);
                }
                maxhindex = clabel;  /* TODO: is this part of above 'else'? */
                minhindex = cindex;
                if (hindex > hlabel) {
                    maxhindex = cindex;
                    minhindex = clabel;
                }
                mergeLookup(wshed, minhindex, maxhindex);
            } else if (clabel < nseeds && cindex >= nboth) {
                /* If one index is a seed and the other is a merge of
                 * 2 watersheds, generate a single watershed. */
                debugWshedMerge(wshed, one_new_watershed_label,
                                x, y, clabel, cindex);
                wshedSaveBasin(wshed, clabel, val - 1);
                numaSetValue(nasi, clabel, 0);
                mergeLookup(wshed, clabel, cindex);
            } else if (cindex < nseeds && clabel >= nboth) {
                debugWshedMerge(wshed, one_new_watershed_index,
                                x, y, clabel, cindex);
                wshedSaveBasin(wshed, cindex, val - 1);
                numaSetValue(nasi, cindex, 0);
                mergeLookup(wshed, cindex, clabel);
            } else if (clabel < nseeds) {  /* cindex from minima; absorb */
                /* If one index is a seed and the other is from a minimum,
                 * merge the minimum wshed into the seed wshed. */
                debugWshedMerge(wshed, minima_absorbed_into_seeded_basin,
                                x, y, clabel, cindex);
                mergeLookup(wshed, cindex, clabel);
            } else if (cindex < nseeds) {  /* clabel from minima; absorb */
                debugWshedMerge(wshed, minima_absorbed_into_seeded_basin,
                                x, y, clabel, cindex);
                mergeLookup(wshed, clabel, cindex);
            } else {  /* If neither index is a seed, just merge */
                debugWshedMerge(wshed, minima_absorbed_by_filler_or_another,
                                x, y, clabel, cindex);
                mergeLookup(wshed, clabel, cindex);
            }
        }
    }

#if 0
    /*  Use the indicator array to save any watersheds that fill
     *  to the maximum value.  This seems to screw things up!  */
for (i = 0; i < nseeds; i++) {
    numaGetIValue(nasi, i, &ival);
    if (ival == 1) {
        wshedSaveBasin(wshed, lut[i], val - 1);
        numaSetValue(nasi, i, 0);
    }
}
#endif

    numaDestroy(&nalut);
    pixDestroy(&pixmin);
    pixDestroy(&pixsd);
    ptaDestroy(&ptao);
    lheapDestroy(&lh, TRUE);
    lstackDestroy(&rstack, TRUE);
    return 0;
}
Example #4
0
l_int32 main(int    argc,
             char **argv)
{
l_int32       i, w, h, n, val, ne, no, nbins, minw, maxw, minh, maxh;
l_int32       mine, mino, maxe, maxo;
l_int32       w_diff, h_diff, median_w_diff, median_h_diff;
l_int32       noutw, nouth;
l_float32     medwe, medhe, medwo, medho;
BOXA         *boxa1, *boxa2, *boxae, *boxao;
NUMA         *na1, *nawe, *nahe, *nawo, *naho;
NUMA         *nadiffw, *nadiffh;  /* diff from median w and h */
NUMA         *naiw, *naih;  /* indicator arrays for small outlier dimensions */
NUMA         *narbwe, *narbhe, *narbwo, *narbho;  /* rank-binned w and h */
PIX          *pix1;
PIXA         *pixa1;
L_REGPARAMS  *rp;

    if (regTestSetup(argc, argv, &rp))
        return 1;

    lept_mkdir("lept/boxa");
    boxa1 = boxaRead("boxa4.ba");

        /* Fill invalid boxes */
    n = boxaGetCount(boxa1);
    na1 = boxaFindInvalidBoxes(boxa1);
    if (na1)
        boxa2 = boxaFillSequence(boxa1, L_USE_SAME_PARITY_BOXES, 0);
    else
        boxa2 = boxaCopy(boxa1, L_CLONE);
    boxaDestroy(&boxa1);

        /* Get the widths and heights for even and odd parity */
    boxaSplitEvenOdd(boxa2, 0, &boxae, &boxao);
    boxaGetSizes(boxae, &nawe, &nahe);
    boxaGetSizes(boxao, &nawo, &naho);
    boxaDestroy(&boxa2);

        /* Find the medians */
    numaGetMedian(nawe, &medwe);
    numaGetMedian(nahe, &medhe);
    numaGetMedian(nawo, &medwo);
    numaGetMedian(naho, &medho);

        /* Find the median even/odd differences for width and height */
    median_w_diff = L_ABS(medwe - medwo);
    median_h_diff = L_ABS(medhe - medho);
    regTestCompareValues(rp, 210, median_w_diff, 0.0);  /* 0 */
    regTestCompareValues(rp, 15, median_h_diff, 0.0);  /* 1 */
    if (rp->display) {
        fprintf(stderr, "diff of e/o median widths = %d\n", median_w_diff);
        fprintf(stderr, "diff of e/o median heights = %d\n", median_h_diff);
    }

        /* Find the differences of box width and height from the median */
    nadiffw = numaMakeConstant(0, n);
    nadiffh = numaMakeConstant(0, n);
    ne = numaGetCount(nawe);
    no = numaGetCount(nawo);
    for (i = 0; i < ne; i++) {
        numaGetIValue(nawe, i, &val);
        numaSetValue(nadiffw, 2 * i, L_ABS(val - medwe));
        numaGetIValue(nahe, i, &val);
        numaSetValue(nadiffh, 2 * i, L_ABS(val - medhe));
    }
    for (i = 0; i < no; i++) {
        numaGetIValue(nawo, i, &val);
        numaSetValue(nadiffw, 2 * i + 1, L_ABS(val - medwo));
        numaGetIValue(naho, i, &val);
        numaSetValue(nadiffh, 2 * i + 1, L_ABS(val - medho));
    }

        /* Don't count invalid boxes; set the diffs to 0 for them */
    if (na1) {
        for (i = 0; i < n; i++) {
            numaGetIValue(na1, i, &val);
            if (val == 1) {
                numaSetValue(nadiffw, i, 0);
                numaSetValue(nadiffh, i, 0);
            }
        }
    }

        /* Make an indicator array for boxes that differ from the
         * median by more than a threshold value for outliers */
    naiw = numaMakeThresholdIndicator(nadiffw, 90, L_SELECT_IF_GT);
    naih = numaMakeThresholdIndicator(nadiffh, 90, L_SELECT_IF_GT);
    numaGetCountRelativeToZero(naiw, L_GREATER_THAN_ZERO, &noutw);
    numaGetCountRelativeToZero(naih, L_GREATER_THAN_ZERO, &nouth);
    regTestCompareValues(rp, 24, noutw, 0.0);  /* 2 */
    regTestCompareValues(rp, 0, nouth, 0.0);  /* 3 */
    if (rp->display)
        fprintf(stderr, "num width outliers = %d, num height outliers = %d\n",
                noutw, nouth);
    numaDestroy(&nadiffw);
    numaDestroy(&nadiffh);
    numaDestroy(&naiw);
    numaDestroy(&naih);

        /* Find the rank bins for width and height */
    nbins = L_MAX(5, ne / 50);  // up to 50 pages/bin
    numaGetRankBinValues(nawe, nbins, NULL, &narbwe);
    numaGetRankBinValues(nawo, nbins, NULL, &narbwo);
    numaGetRankBinValues(nahe, nbins, NULL, &narbhe);
    numaGetRankBinValues(naho, nbins, NULL, &narbho);
    numaDestroy(&nawe);
    numaDestroy(&nawo);
    numaDestroy(&nahe);
    numaDestroy(&naho);

        /* Find min and max binned widths and heights; get the max diffs */
    numaGetIValue(narbwe, 0, &mine);
    numaGetIValue(narbwe, nbins - 1, &maxe);
    numaGetIValue(narbwo, 0, &mino);
    numaGetIValue(narbwo, nbins - 1, &maxo);
    minw = L_MIN(mine, mino);
    maxw = L_MAX(maxe, maxo);
    w_diff = maxw - minw;
    numaGetIValue(narbhe, 0, &mine);
    numaGetIValue(narbhe, nbins - 1, &maxe);
    numaGetIValue(narbho, 0, &mino);
    numaGetIValue(narbho, nbins - 1, &maxo);
    minh = L_MIN(mine, mino);
    maxh = L_MAX(maxe, maxo);
    h_diff = maxh - minh;
    numaDestroy(&narbwe);
    numaDestroy(&narbhe);
    numaDestroy(&narbwo);
    numaDestroy(&narbho);
    regTestCompareValues(rp, 409, w_diff, 0.0);  /* 4 */
    regTestCompareValues(rp, 49, h_diff, 0.0);  /* 5 */
    if (rp->display)
        fprintf(stderr, "Binned rank results: w_diff = %d, h_diff = %d\n",
                w_diff, h_diff);

        /* Plot the results */
    if (noutw > 0 || nouth > 0) {
        pixa1 = pixaCreate(2);
        boxaPlotSizes(boxae, "even", NULL, NULL, &pix1);
        pixaAddPix(pixa1, pix1, L_INSERT);
        boxaPlotSizes(boxao, "odd", NULL, NULL, &pix1);
        pixaAddPix(pixa1, pix1, L_INSERT);
        pix1 = pixaDisplayTiledInRows(pixa1, 32, 1500, 1.0, 0, 30, 2);
        regTestWritePixAndCheck(rp, pix1, IFF_PNG);  /* 6 */
        pixDisplayWithTitle(pix1, 100, 100, NULL, rp->display);
        pixDestroy(&pix1);
        pixaDestroy(&pixa1);
    }

    boxaDestroy(&boxae);
    boxaDestroy(&boxao);
    return regTestCleanup(rp);
}