void FindEMD(PIX *pix1, PIX *pix2,
             l_float32 *pdistr, l_float32 *pdistg, l_float32 *pdistb)
{
NUMA  *nar1, *nar2, *nag1, *nag2, *nab1, *nab2;

    pixGetColorHistogram(pix1, 1, &nar1, &nag1, &nab1);
    pixGetColorHistogram(pix2, 1, &nar2, &nag2, &nab2);
    numaEarthMoverDistance(nar1, nar2, pdistr);
    numaEarthMoverDistance(nag1, nag2, pdistg);
    numaEarthMoverDistance(nab1, nab2, pdistb);
    numaDestroy(&nar1);
    numaDestroy(&nar2);
    numaDestroy(&nag1);
    numaDestroy(&nag2);
    numaDestroy(&nab1);
    numaDestroy(&nab2);
    return;
}
Example #2
0
int main(int argc,
         char **argv) {
    l_int32 i, w, h, d, rotflag;
    PIX *pixs, *pixt, *pixd;
    l_float32 angle, deg2rad, pops, ang;
    char *filein, *fileout;
    static char mainName[] = "rotatetest1";

    if (argc != 4)
        return ERROR_INT(" Syntax:  rotatetest1 filein angle fileout",
                         mainName, 1);

    filein = argv[1];
    angle = atof(argv[2]);
    fileout = argv[3];
    deg2rad = 3.1415926535 / 180.;

    if ((pixs = pixRead(filein)) == NULL)
        return ERROR_INT("pix not made", mainName, 1);
    if (pixGetDepth(pixs) == 1) {
        pixt = pixScaleToGray3(pixs);
        pixDestroy(&pixs);
        pixs = pixAddBorderGeneral(pixt, 1, 0, 1, 0, 255);
        pixDestroy(&pixt);
    }

    pixGetDimensions(pixs, &w, &h, &d);
    fprintf(stderr, "w = %d, h = %d\n", w, h);

#if 0
    /* repertory of rotation operations to choose from */
pixd = pixRotateAM(pixs, deg2rad * angle, L_BRING_IN_WHITE);
pixd = pixRotateAMColor(pixs, deg2rad * angle, 0xffffff00);
pixd = pixRotateAMColorFast(pixs, deg2rad * angle, 255);
pixd = pixRotateAMCorner(pixs, deg2rad * angle, L_BRING_IN_WHITE);
pixd = pixRotateShear(pixs, w /2, h / 2, deg2rad * angle,
                      L_BRING_IN_WHITE);
pixd = pixRotate3Shear(pixs, w /2, h / 2, deg2rad * angle,
                       L_BRING_IN_WHITE);
pixRotateShearIP(pixs, w / 2, h / 2, deg2rad * angle); pixd = pixs;
#endif

#if 0
    /* timing of shear rotation */
for (i = 0; i < NITERS; i++) {
    pixd = pixRotateShear(pixs, (i * w) / NITERS,
                          (i * h) / NITERS, deg2rad * angle,
                          L_BRING_IN_WHITE);
    pixDisplay(pixd, 100 + 20 * i, 100 + 20 * i);
    pixDestroy(&pixd);
}
#endif

#if 0
    /* timing of in-place shear rotation */
for (i = 0; i < NITERS; i++) {
    pixRotateShearIP(pixs, w/2, h/2, deg2rad * angle, L_BRING_IN_WHITE);
/*        pixRotateShearCenterIP(pixs, deg2rad * angle, L_BRING_IN_WHITE); */
    pixDisplay(pixs, 100 + 20 * i, 100 + 20 * i);
}
pixd = pixs;
if (pixGetDepth(pixd) == 1)
    pixWrite(fileout, pixd, IFF_PNG);
else
    pixWrite(fileout, pixd, IFF_JFIF_JPEG);
pixDestroy(&pixs);
#endif

#if 0
    /* timing of various rotation operations (choose) */
startTimer();
w = pixGetWidth(pixs);
h = pixGetHeight(pixs);
for (i = 0; i < NTIMES; i++) {
    pixd = pixRotateShearCenter(pixs, deg2rad * angle, L_BRING_IN_WHITE);
    pixDestroy(&pixd);
}
pops = (l_float32)(w * h * NTIMES / 1000000.) / stopTimer();
fprintf(stderr, "vers. 1, mpops: %f\n", pops);
startTimer();
w = pixGetWidth(pixs);
h = pixGetHeight(pixs);
for (i = 0; i < NTIMES; i++) {
    pixRotateShearIP(pixs, w/2, h/2, deg2rad * angle, L_BRING_IN_WHITE);
}
pops = (l_float32)(w * h * NTIMES / 1000000.) / stopTimer();
fprintf(stderr, "shear, mpops: %f\n", pops);
pixWrite(fileout, pixs, IFF_PNG);
for (i = 0; i < NTIMES; i++) {
    pixRotateShearIP(pixs, w/2, h/2, -deg2rad * angle, L_BRING_IN_WHITE);
}
pixWrite("/usr/tmp/junkout", pixs, IFF_PNG);
#endif

#if 0
    /* area-mapping rotation operations */
pixd = pixRotateAM(pixs, deg2rad * angle, L_BRING_IN_WHITE);
/*    pixd = pixRotateAMColorFast(pixs, deg2rad * angle, 255); */
if (pixGetDepth(pixd) == 1)
    pixWrite(fileout, pixd, IFF_PNG);
else
    pixWrite(fileout, pixd, IFF_JFIF_JPEG);
#endif

#if 0
    /* compare the standard area-map color rotation with
     * the fast area-map color rotation, on a pixel basis */
{
PIX    *pix1, *pix2;
NUMA   *nar, *nag, *nab, *naseq;
GPLOT  *gplot;

startTimer();
pix1 = pixRotateAMColor(pixs, 0.12, 0xffffff00);
fprintf(stderr, " standard color rotate: %7.2f sec\n", stopTimer());
pixWrite("junkcolor1", pix1, IFF_JFIF_JPEG);
startTimer();
pix2 = pixRotateAMColorFast(pixs, 0.12, 0xffffff00);
fprintf(stderr, " fast color rotate: %7.2f sec\n", stopTimer());
pixWrite("junkcolor2", pix2, IFF_JFIF_JPEG);
pixd = pixAbsDifference(pix1, pix2);
pixGetColorHistogram(pixd, 1, &nar, &nag, &nab);
naseq = numaMakeSequence(0., 1., 256);
gplot = gplotCreate("junk_absdiff", GPLOT_X11, "Number vs diff",
                    "diff", "number");
gplotAddPlot(gplot, naseq, nar, GPLOT_POINTS, "red");
gplotAddPlot(gplot, naseq, nag, GPLOT_POINTS, "green");
gplotAddPlot(gplot, naseq, nab, GPLOT_POINTS, "blue");
gplotMakeOutput(gplot);
pixDestroy(&pix1);
pixDestroy(&pix2);
pixDestroy(&pixd);
numaDestroy(&nar);
numaDestroy(&nag);
numaDestroy(&nab);
numaDestroy(&naseq);
gplotDestroy(&gplot);
}
#endif

    /* Do a succession of 180 7-degree rotations in a cw
     * direction, and unwind the result with another set in
     * a ccw direction.  Although there is a considerable amount
     * of distortion after successive rotations, after all
     * 360 rotations, the resulting image is restored to
     * its original pristine condition! */
#if 1
    rotflag = L_ROTATE_AREA_MAP;
/*    rotflag = L_ROTATE_SHEAR;     */
/*    rotflag = L_ROTATE_SAMPLING;   */
    ang = 7.0 * deg2rad;
    pixGetDimensions(pixs, &w, &h, NULL);
    pixd = pixRotate(pixs, ang, rotflag, L_BRING_IN_WHITE, w, h);
    pixWrite("junkrot7", pixd, IFF_PNG);
    for (i = 1; i < 180; i++) {
        pixs = pixd;
        pixd = pixRotate(pixs, ang, rotflag, L_BRING_IN_WHITE, w, h);
        if ((i % 30) == 0) pixDisplay(pixd, 600, 0);
        pixDestroy(&pixs);
    }

    pixWrite("junkspin", pixd, IFF_PNG);
    pixDisplay(pixd, 0, 0);

    for (i = 0; i < 180; i++) {
        pixs = pixd;
        pixd = pixRotate(pixs, -ang, rotflag, L_BRING_IN_WHITE, w, h);
        if (i && (i % 30) == 0) pixDisplay(pixd, 600, 500);
        pixDestroy(&pixs);
    }

    pixWrite("junkunspin", pixd, IFF_PNG);
    pixDisplay(pixd, 0, 500);
    pixDestroy(&pixd);
#endif

    return 0;
}
Example #3
0
main(int    argc,
     char **argv)
{
PIX         *pixs;
l_int32      d;
static char  mainName[] = "scaletest2";

    if (argc != 2)
	return ERROR_INT(" Syntax:  scaletest2 filein", mainName, 1);

    if ((pixs = pixRead(argv[1])) == NULL)
	return ERROR_INT("pixs not made", mainName, 1);
    d = pixGetDepth(pixs);
	    
#if 1
        /* Integer scale-to-gray functions */
    if (d == 1)
    {
    PIX  *pixd;

        pixd = pixScaleToGray2(pixs);
        pixWrite("/tmp/s2g_2x", pixd, IFF_PNG);
        pixDestroy(&pixd);
        pixd = pixScaleToGray3(pixs);
        pixWrite("/tmp/s2g_3x", pixd, IFF_PNG);
        pixDestroy(&pixd);
        pixd = pixScaleToGray4(pixs);
        pixWrite("/tmp/s2g_4x", pixd, IFF_PNG);
        pixDestroy(&pixd);
        pixd = pixScaleToGray6(pixs);
        pixWrite("/tmp/s2g_6x", pixd, IFF_PNG);
        pixDestroy(&pixd);
        pixd = pixScaleToGray8(pixs);
        pixWrite("/tmp/s2g_8x", pixd, IFF_PNG);
        pixDestroy(&pixd);
        pixd = pixScaleToGray16(pixs);
        pixWrite("/tmp/s2g_16x", pixd, IFF_PNG);
        pixDestroy(&pixd);
    }
#endif

#if 1
        /* Various non-integer scale-to-gray, compared with
	 * with different ways of getting similar results */
    if (d == 1)
    {
    PIX  *pixt, *pixd;

        pixd = pixScaleToGray8(pixs);
        pixWrite("/tmp/s2g_8.png", pixd, IFF_PNG);
        pixDestroy(&pixd);

        pixd = pixScaleToGray(pixs, 0.124);
        pixWrite("/tmp/s2g_124.png", pixd, IFF_PNG);
        pixDestroy(&pixd);

        pixd = pixScaleToGray(pixs, 0.284);
        pixWrite("/tmp/s2g_284.png", pixd, IFF_PNG);
        pixDestroy(&pixd);

        pixt = pixScaleToGray4(pixs);
        pixd = pixScaleBySampling(pixt, 284./250., 284./250.);
        pixWrite("/tmp/s2g_284.2.png", pixd, IFF_PNG);
        pixDestroy(&pixt);
        pixDestroy(&pixd);

        pixt = pixScaleToGray4(pixs);
        pixd = pixScaleGrayLI(pixt, 284./250., 284./250.);
        pixWrite("/tmp/s2g_284.3.png", pixd, IFF_PNG);
        pixDestroy(&pixt);
        pixDestroy(&pixd);

        pixt = pixScaleBinary(pixs, 284./250., 284./250.);
        pixd = pixScaleToGray4(pixt);
        pixWrite("/tmp/s2g_284.4.png", pixd, IFF_PNG);
        pixDestroy(&pixt);
        pixDestroy(&pixd);

        pixt = pixScaleToGray4(pixs);
        pixd = pixScaleGrayLI(pixt, 0.49, 0.49);
        pixWrite("/tmp/s2g_42.png", pixd, IFF_PNG);
        pixDestroy(&pixt);
        pixDestroy(&pixd);

        pixt = pixScaleToGray4(pixs);
        pixd = pixScaleSmooth(pixt, 0.49, 0.49);
        pixWrite("/tmp/s2g_4sm.png", pixd, IFF_PNG);
        pixDestroy(&pixt);
        pixDestroy(&pixd);

        pixt = pixScaleBinary(pixs, .16/.125, .16/.125);
        pixd = pixScaleToGray8(pixt);
        pixWrite("/tmp/s2g_16.png", pixd, IFF_PNG);
        pixDestroy(&pixt);
        pixDestroy(&pixd);

        pixd = pixScaleToGray(pixs, .16);
        pixWrite("/tmp/s2g_16.2.png", pixd, IFF_PNG);
        pixDestroy(&pixd);
    }
#endif

#if 1
        /* Antialiased (smoothed) reduction, along with sharpening */
    if (d != 1)
    {
    PIX *pixt1, *pixt2;
        startTimer();
        pixt1 = pixScaleSmooth(pixs, 0.154, 0.154);
        fprintf(stderr, "fast scale: %5.3f sec\n", stopTimer());
        pixDisplayWithTitle(pixt1, 0, 0, "smooth scaling", DISPLAY);
        pixWrite("/tmp/smooth1.png", pixt1, IFF_PNG);
        pixt2 = pixUnsharpMasking(pixt1, 1, 0.3);
        pixWrite("/tmp/smooth2.png", pixt2, IFF_PNG);
        pixDisplayWithTitle(pixt2, 200, 0, "sharp scaling", DISPLAY);
        pixDestroy(&pixt1);
        pixDestroy(&pixt2);
    }
#endif


#if 1
        /* Test a large range of scale-to-gray reductions */
    if (d == 1)
    {
    l_int32    i;
    l_float32  scale;
    PIX       *pixd;
        for (i = 2; i < 15; i++) {
            scale = 1. / (l_float32)i;
            startTimer();
            pixd = pixScaleToGray(pixs, scale);
            fprintf(stderr, "Time for scale %7.3f: %7.3f sec\n",
            scale, stopTimer());
            pixDisplayWithTitle(pixd, 75 * i, 100, "scaletogray", DISPLAY);
            pixDestroy(&pixd);
        }
        for (i = 8; i < 14; i++) {
            scale = 1. / (l_float32)(2 * i);
            startTimer();
            pixd = pixScaleToGray(pixs, scale);
            fprintf(stderr, "Time for scale %7.3f: %7.3f sec\n",
            scale, stopTimer());
            pixDisplayWithTitle(pixd, 100 * i, 600, "scaletogray", DISPLAY);
            pixDestroy(&pixd);
        }
    }
#endif


#if 1
        /* Test the same range of scale-to-gray mipmap reductions */
    if (d == 1)
    {
    l_int32    i;
    l_float32  scale;
    PIX       *pixd;
        for (i = 2; i < 15; i++) {
            scale = 1. / (l_float32)i;
            startTimer();
            pixd = pixScaleToGrayMipmap(pixs, scale);
            fprintf(stderr, "Time for scale %7.3f: %7.3f sec\n",
            scale, stopTimer());
            pixDisplayWithTitle(pixd, 75 * i, 100, "scale mipmap", DISPLAY);
            pixDestroy(&pixd);
        }
        for (i = 8; i < 12; i++) {
            scale = 1. / (l_float32)(2 * i);
            startTimer();
            pixd = pixScaleToGrayMipmap(pixs, scale);
            fprintf(stderr, "Time for scale %7.3f: %7.3f sec\n",
            scale, stopTimer());
            pixDisplayWithTitle(pixd, 100 * i, 600, "scale mipmap", DISPLAY);
            pixDestroy(&pixd);
        }
    }
#endif

#if 1
        /* Test several methods for antialiased reduction,
	 * along with sharpening */
    if (d != 1)
    {
        PIX *pixt1, *pixt2, *pixt3, *pixt4, *pixt5, *pixt6, *pixt7;
        l_float32 SCALING = 0.27;
        l_int32   SIZE = 7;
        l_int32   smooth;
        l_float32 FRACT = 1.0;

        smooth = SIZE / 2;

        startTimer();
        pixt1 = pixScaleSmooth(pixs, SCALING, SCALING);
        fprintf(stderr, "fast scale: %5.3f sec\n", stopTimer());
        pixDisplayWithTitle(pixt1, 0, 0, "smooth scaling", DISPLAY);
        pixWrite("/tmp/sm_1.png", pixt1, IFF_PNG);
        pixt2 = pixUnsharpMasking(pixt1, 1, 0.3);
        pixDisplayWithTitle(pixt2, 150, 0, "sharpened scaling", DISPLAY);

        startTimer();
        pixt3 = pixBlockconv(pixs, smooth, smooth);
        pixt4 = pixScaleBySampling(pixt3, SCALING, SCALING);
        fprintf(stderr, "slow scale: %5.3f sec\n", stopTimer());
        pixDisplayWithTitle(pixt4, 200, 200, "sampled scaling", DISPLAY);
        pixWrite("/tmp/sm_2.png", pixt4, IFF_PNG);

        startTimer();
        pixt5 = pixUnsharpMasking(pixs, smooth, FRACT);
        pixt6 = pixBlockconv(pixt5, smooth, smooth);
        pixt7 = pixScaleBySampling(pixt6, SCALING, SCALING);
        fprintf(stderr, "very slow scale + sharp: %5.3f sec\n", stopTimer());
        pixDisplayWithTitle(pixt7, 500, 200, "sampled scaling", DISPLAY);
        pixWrite("/tmp/sm_3.jpg", pixt7, IFF_JFIF_JPEG);

        pixDestroy(&pixt1);
        pixDestroy(&pixt2);
        pixDestroy(&pixt3);
        pixDestroy(&pixt4);
        pixDestroy(&pixt5);
        pixDestroy(&pixt6);
        pixDestroy(&pixt7);
    }
#endif


#if 1
        /* Test the color scaling function, comparing the
	 * special case of scaling factor 2.0 with the 
	 * general case. */
    if (d == 32) 
    {
    PIX    *pix1, *pix2, *pixd;
    NUMA   *nar, *nag, *nab, *naseq;
    GPLOT  *gplot;

        startTimer();
        pix1 = pixScaleColorLI(pixs, 2.00001, 2.0);
        fprintf(stderr, " Time with regular LI: %7.3f\n", stopTimer());
        pixWrite("/tmp/color1.jpg", pix1, IFF_JFIF_JPEG);
        startTimer();
        pix2 = pixScaleColorLI(pixs, 2.0, 2.0);
        fprintf(stderr, " Time with 2x LI: %7.3f\n", stopTimer());
        pixWrite("/tmp/color2.jpg", pix2, IFF_JFIF_JPEG);

        pixd = pixAbsDifference(pix1, pix2);
        pixGetColorHistogram(pixd, 1, &nar, &nag, &nab);
        naseq = numaMakeSequence(0., 1., 256);
        gplot = gplotCreate("/tmp/plot_absdiff", GPLOT_X11, "Number vs diff",
                            "diff", "number");
        gplotSetScaling(gplot, GPLOT_LOG_SCALE_Y);
        gplotAddPlot(gplot, naseq, nar, GPLOT_POINTS, "red");
        gplotAddPlot(gplot, naseq, nag, GPLOT_POINTS, "green");
        gplotAddPlot(gplot, naseq, nab, GPLOT_POINTS, "blue");
        gplotMakeOutput(gplot);
        pixDestroy(&pix1);
        pixDestroy(&pix2);
        pixDestroy(&pixd);
        numaDestroy(&naseq);
        numaDestroy(&nar);
        numaDestroy(&nag);
        numaDestroy(&nab);
        gplotDestroy(&gplot);
    }
#endif


#if 1
        /* Test the gray LI scaling function, comparing the
	 * special cases of scaling factor 2.0 and 4.0 with the 
	 * general case */
    if (d == 8 || d == 32)
    {
    PIX    *pixt, *pix0, *pix1, *pix2, *pixd;
    NUMA   *nagray, *naseq;
    GPLOT  *gplot;

        if (d == 8)
            pixt = pixClone(pixs);
        else
            pixt = pixConvertRGBToGray(pixs, 0.33, 0.34, 0.33);
        pix0 = pixScaleGrayLI(pixt, 0.5, 0.5);

#if 1
        startTimer();
        pix1 = pixScaleGrayLI(pix0, 2.00001, 2.0);
        fprintf(stderr, " Time with regular LI 2x: %7.3f\n", stopTimer());
        startTimer();
        pix2 = pixScaleGrayLI(pix0, 2.0, 2.0);
        fprintf(stderr, " Time with 2x LI: %7.3f\n", stopTimer());
#else
        startTimer();
        pix1 = pixScaleGrayLI(pix0, 4.00001, 4.0);
        fprintf(stderr, " Time with regular LI 4x: %7.3f\n", stopTimer());
        startTimer();
        pix2 = pixScaleGrayLI(pix0, 4.0, 4.0);
        fprintf(stderr, " Time with 2x LI: %7.3f\n", stopTimer());
#endif
        pixWrite("/tmp/gray1", pix1, IFF_JFIF_JPEG);
        pixWrite("/tmp/gray2", pix2, IFF_JFIF_JPEG);

        pixd = pixAbsDifference(pix1, pix2);
        nagray = pixGetGrayHistogram(pixd, 1);
        naseq = numaMakeSequence(0., 1., 256);
        gplot = gplotCreate("/tmp/g_absdiff", GPLOT_X11, "Number vs diff",
                            "diff", "number");
        gplotSetScaling(gplot, GPLOT_LOG_SCALE_Y);
        gplotAddPlot(gplot, naseq, nagray, GPLOT_POINTS, "gray");
        gplotMakeOutput(gplot);
        pixDestroy(&pixt);
        pixDestroy(&pix0);
        pixDestroy(&pix1);
        pixDestroy(&pix2);
        pixDestroy(&pixd);
        numaDestroy(&naseq);
        numaDestroy(&nagray);
        gplotDestroy(&gplot);
    }
#endif

    pixDestroy(&pixs);
    return 0;
}