int main(int argc,
char **argv)
{
l_int32 i, n, binsize, binstart, nbins;
l_float32 pi, val, angle, xval, yval, x0, y0, startval, fbinsize;
l_float32 minval, maxval, meanval, median, variance, rankval, rank, rmsdev;
GPLOT *gplot;
NUMA *na, *nahisto, *nax, *nay, *nap, *nasx, *nasy;
NUMA *nadx, *nady, *nafx, *nafy, *na1, *na2, *na3, *na4;
PIX *pixs, *pix1, *pix2, *pix3, *pix4, *pix5, *pix6, *pix7, *pixd;
PIXA *pixa;
L_REGPARAMS *rp;
if (regTestSetup(argc, argv, &rp))
return 1;
lept_mkdir("lept/numa1");
/* -------------------------------------------------------------------*
* Histograms *
* -------------------------------------------------------------------*/
pi = 3.1415926535;
na = numaCreate(5000);
for (i = 0; i < 500000; i++) {
angle = 0.02293 * i * pi;
val = (l_float32)(999. * sin(angle));
numaAddNumber(na, val);
}
nahisto = numaMakeHistogramClipped(na, 6, 2000);
nbins = numaGetCount(nahisto);
nax = numaMakeSequence(0, 1, nbins);
gplot = gplotCreate("/tmp/lept/numa1/histo1", GPLOT_PNG, "example histo 1",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
nahisto = numaMakeHistogram(na, 1000, &binsize, &binstart);
nbins = numaGetCount(nahisto);
nax = numaMakeSequence(binstart, binsize, nbins);
fprintf(stderr, " binsize = %d, binstart = %d\n", binsize, binstart);
gplot = gplotCreate("/tmp/lept/numa1/histo2", GPLOT_PNG, "example histo 2",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
nahisto = numaMakeHistogram(na, 1000, &binsize, NULL);
nbins = numaGetCount(nahisto);
nax = numaMakeSequence(0, binsize, nbins);
fprintf(stderr, " binsize = %d, binstart = %d\n", binsize, 0);
gplot = gplotCreate("/tmp/lept/numa1/histo3", GPLOT_PNG, "example histo 3",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
nahisto = numaMakeHistogramAuto(na, 1000);
nbins = numaGetCount(nahisto);
numaGetParameters(nahisto, &startval, &fbinsize);
nax = numaMakeSequence(startval, fbinsize, nbins);
fprintf(stderr, " binsize = %7.4f, binstart = %8.3f\n",
fbinsize, startval);
gplot = gplotCreate("/tmp/lept/numa1/histo4", GPLOT_PNG, "example histo 4",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
pix1 = pixRead("/tmp/lept/numa1/histo1.png");
pix2 = pixRead("/tmp/lept/numa1/histo2.png");
pix3 = pixRead("/tmp/lept/numa1/histo3.png");
pix4 = pixRead("/tmp/lept/numa1/histo4.png");
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 0 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 1 */
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 2 */
regTestWritePixAndCheck(rp, pix4, IFF_PNG); /* 3 */
pixa = pixaCreate(4);
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 0, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
numaDestroy(&nax);
numaDestroy(&nahisto);
numaGetStatsUsingHistogram(na, 2000, &minval, &maxval, &meanval,
&variance, &median, 0.80, &rankval, &nahisto);
rmsdev = sqrt((l_float64)variance);
numaHistogramGetRankFromVal(nahisto, rankval, &rank);
regTestCompareValues(rp, -999.00, minval, 0.1); /* 4 */
regTestCompareValues(rp, 999.00, maxval, 0.1); /* 5 */
regTestCompareValues(rp, 0.055, meanval, 0.001); /* 6 */
regTestCompareValues(rp, 0.30, median, 0.005); /* 7 */
regTestCompareValues(rp, 706.41, rmsdev, 0.1); /* 8 */
regTestCompareValues(rp, 808.15, rankval, 0.1); /* 9 */
regTestCompareValues(rp, 0.800, rank, 0.01); /* 10 */
if (rp->display) {
fprintf(stderr, "Sin histogram: \n"
" min val = %7.3f -- should be -999.00\n"
" max val = %7.3f -- should be 999.00\n"
" mean val = %7.3f -- should be 0.055\n"
" median = %7.3f -- should be 0.30\n"
" rmsdev = %7.3f -- should be 706.41\n"
" rank val = %7.3f -- should be 808.152\n"
" rank = %7.3f -- should be 0.800\n",
minval, maxval, meanval, median, rmsdev, rankval, rank);
}
numaDestroy(&nahisto);
numaDestroy(&na);
/* -------------------------------------------------------------------*
* Interpolation *
* -------------------------------------------------------------------*/
/* Test numaInterpolateEqxInterval() */
pixs = pixRead("test8.jpg");
na = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
nasy = numaGetPartialSums(na);
gplotSimple1(nasy, GPLOT_PNG, "/tmp/lept/numa1/int1", "partial sums");
gplotSimple1(na, GPLOT_PNG, "/tmp/lept/numa1/int2", "simple test");
numaInterpolateEqxInterval(0.0, 1.0, na, L_LINEAR_INTERP,
0.0, 255.0, 15, &nax, &nay);
gplot = gplotCreate("/tmp/lept/numa1/int3", GPLOT_PNG, "test interpolation",
"pix val", "num pix");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&na);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
/* Test numaInterpolateArbxInterval() */
pixs = pixRead("test8.jpg");
na = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
nasy = numaGetPartialSums(na);
numaInsertNumber(nasy, 0, 0.0);
nasx = numaMakeSequence(0.0, 1.0, 257);
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
10.0, 250.0, 23, &nax, &nay);
gplot = gplotCreate("/tmp/lept/numa1/int4", GPLOT_PNG, "arbx interpolation",
"pix val", "cum num pix");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&na);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
/* Test numaInterpolateArbxVal() */
pixs = pixRead("test8.jpg");
na = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
nasy = numaGetPartialSums(na);
numaInsertNumber(nasy, 0, 0.0);
nasx = numaMakeSequence(0.0, 1.0, 257);
nax = numaMakeSequence(15.0, (250.0 - 15.0) / 23.0, 24);
n = numaGetCount(nax);
nay = numaCreate(n);
for (i = 0; i < n; i++) {
numaGetFValue(nax, i, &xval);
numaInterpolateArbxVal(nasx, nasy, L_QUADRATIC_INTERP, xval, &yval);
numaAddNumber(nay, yval);
}
gplot = gplotCreate("/tmp/lept/numa1/int5", GPLOT_PNG, "arbx interpolation",
"pix val", "cum num pix");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&na);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
/* Test interpolation */
nasx = numaRead("testangle.na");
nasy = numaRead("testscore.na");
gplot = gplotCreate("/tmp/lept/numa1/int6", GPLOT_PNG, "arbx interpolation",
"angle", "score");
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
-2.00, 0.0, 50, &nax, &nay);
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "linear");
numaDestroy(&nax);
numaDestroy(&nay);
numaInterpolateArbxInterval(nasx, nasy, L_QUADRATIC_INTERP,
-2.00, 0.0, 50, &nax, &nay);
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "quadratic");
numaDestroy(&nax);
numaDestroy(&nay);
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
gplot = gplotCreate("/tmp/lept/numa1/int7", GPLOT_PNG, "arbx interpolation",
"angle", "score");
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
-1.2, -0.8, 50, &nax, &nay);
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "quadratic");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaFitMax(nay, &yval, nax, &xval);
if (rp->display) fprintf(stderr, "max = %f at loc = %f\n", yval, xval);
pixa = pixaCreate(7);
pix1 = pixRead("/tmp/lept/numa1/int1.png");
pix2 = pixRead("/tmp/lept/numa1/int2.png");
pix3 = pixRead("/tmp/lept/numa1/int3.png");
pix4 = pixRead("/tmp/lept/numa1/int4.png");
pix5 = pixRead("/tmp/lept/numa1/int5.png");
pix6 = pixRead("/tmp/lept/numa1/int6.png");
pix7 = pixRead("/tmp/lept/numa1/int7.png");
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 11 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 12 */
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 13 */
regTestWritePixAndCheck(rp, pix4, IFF_PNG); /* 14 */
regTestWritePixAndCheck(rp, pix5, IFF_PNG); /* 15 */
regTestWritePixAndCheck(rp, pix6, IFF_PNG); /* 16 */
regTestWritePixAndCheck(rp, pix7, IFF_PNG); /* 17 */
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
pixaAddPix(pixa, pix5, L_INSERT);
pixaAddPix(pixa, pix6, L_INSERT);
pixaAddPix(pixa, pix7, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 300, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
/* -------------------------------------------------------------------*
* Integration and differentiation *
* -------------------------------------------------------------------*/
/* Test integration and differentiation */
nasx = numaRead("testangle.na");
nasy = numaRead("testscore.na");
/* ---------- Plot the derivative ---------- */
numaDifferentiateInterval(nasx, nasy, -2.0, 0.0, 50, &nadx, &nady);
gplot = gplotCreate("/tmp/lept/numa1/diff1", GPLOT_PNG, "derivative",
"angle", "slope");
gplotAddPlot(gplot, nadx, nady, GPLOT_LINES, "derivative");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
/* ---------- Plot the original function ----------- */
/* and the integral of the derivative; the two */
/* should be approximately the same. */
gplot = gplotCreate("/tmp/lept/numa1/diff2", GPLOT_PNG, "integ-diff",
"angle", "val");
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
-2.00, 0.0, 50, &nafx, &nafy);
gplotAddPlot(gplot, nafx, nafy, GPLOT_LINES, "function");
n = numaGetCount(nadx);
numaGetFValue(nafx, 0, &x0);
numaGetFValue(nafy, 0, &y0);
nay = numaCreate(n);
/* (Note: this tests robustness of the integrator: we go from
* i = 0, and choose to have only 1 point in the interpolation
* there, which is too small and causes the function to bomb out.) */
fprintf(stderr, "We must get a 'npts < 2' error here:\n");
for (i = 0; i < n; i++) {
numaGetFValue(nadx, i, &xval);
numaIntegrateInterval(nadx, nady, x0, xval, 2 * i + 1, &yval);
numaAddNumber(nay, y0 + yval);
}
gplotAddPlot(gplot, nafx, nay, GPLOT_LINES, "anti-derivative");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
pixa = pixaCreate(2);
pix1 = pixRead("/tmp/lept/numa1/diff1.png");
pix2 = pixRead("/tmp/lept/numa1/diff2.png");
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 18 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 19 */
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 600, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nafx);
numaDestroy(&nafy);
numaDestroy(&nadx);
numaDestroy(&nady);
numaDestroy(&nay);
/* -------------------------------------------------------------------*
* Rank extraction *
* -------------------------------------------------------------------*/
/* Rank extraction with interpolation */
pixs = pixRead("test8.jpg");
nasy= pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
numaMakeRankFromHistogram(0.0, 1.0, nasy, 350, &nax, &nay);
gplot = gplotCreate("/tmp/lept/numa1/rank1", GPLOT_PNG,
"test rank extractor", "pix val", "rank val");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
/* Rank extraction, point by point */
pixs = pixRead("test8.jpg");
nap = numaCreate(200);
pixGetRankValueMasked(pixs, NULL, 0, 0, 2, 0.0, &val, &na);
for (i = 0; i < 101; i++) {
rank = 0.01 * i;
numaHistogramGetValFromRank(na, rank, &val);
numaAddNumber(nap, val);
}
gplotSimple1(nap, GPLOT_PNG, "/tmp/lept/numa1/rank2", "rank value");
pixa = pixaCreate(2);
pix1 = pixRead("/tmp/lept/numa1/rank1.png");
pix2 = pixRead("/tmp/lept/numa1/rank2.png");
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 20 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 21 */
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 900, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
numaDestroy(&na);
numaDestroy(&nap);
pixDestroy(&pixs);
/* -------------------------------------------------------------------*
* Numa-morphology *
* -------------------------------------------------------------------*/
na = numaRead("lyra.5.na");
gplotSimple1(na, GPLOT_PNG, "/tmp/lept/numa1/lyra1", "Original");
na1 = numaErode(na, 21);
gplotSimple1(na1, GPLOT_PNG, "/tmp/lept/numa1/lyra2", "Erosion");
na2 = numaDilate(na, 21);
gplotSimple1(na2, GPLOT_PNG, "/tmp/lept/numa1/lyra3", "Dilation");
na3 = numaOpen(na, 21);
gplotSimple1(na3, GPLOT_PNG, "/tmp/lept/numa1/lyra4", "Opening");
na4 = numaClose(na, 21);
gplotSimple1(na4, GPLOT_PNG, "/tmp/lept/numa1/lyra5", "Closing");
pixa = pixaCreate(2);
pix1 = pixRead("/tmp/lept/numa1/lyra1.png");
pix2 = pixRead("/tmp/lept/numa1/lyra2.png");
pix3 = pixRead("/tmp/lept/numa1/lyra3.png");
pix4 = pixRead("/tmp/lept/numa1/lyra4.png");
pix5 = pixRead("/tmp/lept/numa1/lyra5.png");
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
pixaAddPix(pixa, pix5, L_INSERT);
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 22 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 23 */
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 24 */
regTestWritePixAndCheck(rp, pix4, IFF_PNG); /* 25 */
regTestWritePixAndCheck(rp, pix5, IFF_PNG); /* 26 */
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 1200, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
numaDestroy(&na);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
numaDestroy(&na4);
pixaDestroy(&pixa);
return regTestCleanup(rp);
}
int main(int argc,
char **argv) {
l_int32 i, n, binsize, binstart, nbins;
l_float32 pi, val, angle, xval, yval, x0, y0, rank, startval, fbinsize;
l_float32 minval, maxval, meanval, median, variance, rankval;
GPLOT *gplot;
NUMA *na, *nahisto, *nax, *nay, *nap, *nasx, *nasy;
NUMA *nadx, *nady, *nafx, *nafy, *na1, *na2, *na3, *na4;
PIX *pixs, *pix1, *pix2, *pix3, *pix4, *pix5, *pixd;
PIXA *pixa;
static char mainName[] = "numa1_reg";
if (argc != 1)
return ERROR_INT(" Syntax: numa1_reg", mainName, 1);
lept_mkdir("lept");
/* -------------------------------------------------------------------*
* Histograms *
* -------------------------------------------------------------------*/
#if DO_ALL
pi = 3.1415926535;
na = numaCreate(5000);
for (i = 0; i < 500000; i++) {
angle = 0.02293 * i * pi;
val = (l_float32)(999. * sin(angle));
numaAddNumber(na, val);
}
nahisto = numaMakeHistogramClipped(na, 6, 2000);
nbins = numaGetCount(nahisto);
nax = numaMakeSequence(0, 1, nbins);
gplot = gplotCreate("/tmp/lept/numa_histo1", GPLOT_X11, "example histo 1",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
nahisto = numaMakeHistogram(na, 1000, &binsize, &binstart);
nbins = numaGetCount(nahisto);
nax = numaMakeSequence(binstart, binsize, nbins);
fprintf(stderr, " binsize = %d, binstart = %d\n", binsize, binstart);
gplot = gplotCreate("/tmp/lept/numa_histo2", GPLOT_X11, "example histo 2",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
nahisto = numaMakeHistogram(na, 1000, &binsize, NULL);
nbins = numaGetCount(nahisto);
nax = numaMakeSequence(0, binsize, nbins);
fprintf(stderr, " binsize = %d, binstart = %d\n", binsize, 0);
gplot = gplotCreate("/tmp/lept/numa_histo3", GPLOT_X11, "example histo 3",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
nahisto = numaMakeHistogramAuto(na, 1000);
nbins = numaGetCount(nahisto);
numaGetParameters(nahisto, &startval, &fbinsize);
nax = numaMakeSequence(startval, fbinsize, nbins);
fprintf(stderr, " binsize = %7.4f, binstart = %8.3f\n",
fbinsize, startval);
gplot = gplotCreate("/tmp/lept/numa_histo4", GPLOT_X11, "example histo 4",
"i", "histo[i]");
gplotAddPlot(gplot, nax, nahisto, GPLOT_LINES, "sine");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nax);
numaDestroy(&nahisto);
numaGetStatsUsingHistogram(na, 2000, &minval, &maxval, &meanval,
&variance, &median, 0.80, &rankval, &nahisto);
fprintf(stderr, "Sin histogram: \n"
" min val = %7.2f -- should be -999.00\n"
" max val = %7.2f -- should be 999.00\n"
" mean val = %7.2f -- should be 0.06\n"
" median = %7.2f -- should be 0.30\n"
" rmsdev = %7.2f -- should be 706.41\n"
" rank val = %7.2f -- should be 808.15\n",
minval, maxval, meanval, median, sqrt((l_float64) variance),
rankval);
numaHistogramGetRankFromVal(nahisto, 808.15, &rank);
fprintf(stderr, " rank = %7.3f -- should be 0.800\n", rank);
numaDestroy(&nahisto);
numaDestroy(&na);
#endif
/* -------------------------------------------------------------------*
* Interpolation *
* -------------------------------------------------------------------*/
#if DO_ALL
/* Test numaInterpolateEqxInterval() */
pixs = pixRead("test8.jpg");
na = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
/* numaWriteStream(stderr, na); */
nasy = numaGetPartialSums(na);
gplotSimple1(nasy, GPLOT_X11, "/tmp/lept/numa_int1", "partial sums");
gplotSimple1(na, GPLOT_X11, "/tmp/lept/numa_int2", "simple test");
numaInterpolateEqxInterval(0.0, 1.0, na, L_LINEAR_INTERP,
0.0, 255.0, 15, &nax, &nay);
gplot = gplotCreate("/tmp/lept/numa_int3", GPLOT_X11, "test interpolation",
"pix val", "num pix");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&na);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
#endif
#if DO_ALL
/* Test numaInterpolateArbxInterval() */
pixs = pixRead("test8.jpg");
na = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
nasy = numaGetPartialSums(na);
numaInsertNumber(nasy, 0, 0.0);
nasx = numaMakeSequence(0.0, 1.0, 257);
/* gplotSimple1(nasy, GPLOT_X11, "/tmp/numa/nasy", "partial sums"); */
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
10.0, 250.0, 23, &nax, &nay);
gplot = gplotCreate("/tmp/lept/numa_int4", GPLOT_X11, "arbx interpolation",
"pix val", "cum num pix");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&na);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
#endif
#if DO_ALL
/* Test numaInterpolateArbxVal() */
pixs = pixRead("test8.jpg");
na = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
nasy = numaGetPartialSums(na);
numaInsertNumber(nasy, 0, 0.0);
nasx = numaMakeSequence(0.0, 1.0, 257);
/* gplotSimple1(nasy, GPLOT_X11, "/tmp/numa/nasy", "partial sums"); */
nax = numaMakeSequence(15.0, (250.0 - 15.0) / 23.0, 24);
n = numaGetCount(nax);
nay = numaCreate(n);
for (i = 0; i < n; i++) {
numaGetFValue(nax, i, &xval);
numaInterpolateArbxVal(nasx, nasy, L_QUADRATIC_INTERP, xval, &yval);
numaAddNumber(nay, yval);
}
gplot = gplotCreate("/tmp/lept/numa_int5", GPLOT_X11, "arbx interpolation",
"pix val", "cum num pix");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&na);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
#endif
#if DO_ALL
/* Test interpolation */
nasx = numaRead("testangle.na");
nasy = numaRead("testscore.na");
gplot = gplotCreate("/tmp/lept/numa_int6", GPLOT_X11, "arbx interpolation",
"angle", "score");
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
-2.00, 0.0, 50, &nax, &nay);
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "linear");
numaDestroy(&nax);
numaDestroy(&nay);
numaInterpolateArbxInterval(nasx, nasy, L_QUADRATIC_INTERP,
-2.00, 0.0, 50, &nax, &nay);
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "quadratic");
numaDestroy(&nax);
numaDestroy(&nay);
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
gplot = gplotCreate("/tmp/lept/numa_int7", GPLOT_X11, "arbx interpolation",
"angle", "score");
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
-1.2, -0.8, 50, &nax, &nay);
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "quadratic");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaFitMax(nay, &yval, nax, &xval);
fprintf(stderr, "max = %f at loc = %f\n", yval, xval);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
#endif
/* -------------------------------------------------------------------*
* Integration and differentiation *
* -------------------------------------------------------------------*/
#if DO_ALL
/* Test integration and differentiation */
nasx = numaRead("testangle.na");
nasy = numaRead("testscore.na");
/* ---------- Plot the derivative ---------- */
numaDifferentiateInterval(nasx, nasy, -2.0, 0.0, 50, &nadx, &nady);
gplot = gplotCreate("/tmp/lept/numa_diff1", GPLOT_X11, "derivative",
"angle", "slope");
gplotAddPlot(gplot, nadx, nady, GPLOT_LINES, "derivative");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
/* ---------- Plot the original function ----------- */
/* and the integral of the derivative; the two */
/* should be approximately the same. */
gplot = gplotCreate("/tmp/lept/numa_diff2", GPLOT_X11, "integ-diff",
"angle", "val");
numaInterpolateArbxInterval(nasx, nasy, L_LINEAR_INTERP,
-2.00, 0.0, 50, &nafx, &nafy);
gplotAddPlot(gplot, nafx, nafy, GPLOT_LINES, "function");
n = numaGetCount(nadx);
numaGetFValue(nafx, 0, &x0);
numaGetFValue(nafy, 0, &y0);
nay = numaCreate(n);
/* (Note: this tests robustness of the integrator: we go from
* i = 0, and choose to have only 1 point in the interpolation
* there, which is too small and causes the function to bomb out.) */
fprintf(stderr, "We must get a 'npts < 2' error here:\n");
for (i = 0; i < n; i++) {
numaGetFValue(nadx, i, &xval);
numaIntegrateInterval(nadx, nady, x0, xval, 2 * i + 1, &yval);
numaAddNumber(nay, y0 + yval);
}
gplotAddPlot(gplot, nafx, nay, GPLOT_LINES, "anti-derivative");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nasx);
numaDestroy(&nasy);
numaDestroy(&nafx);
numaDestroy(&nafy);
numaDestroy(&nadx);
numaDestroy(&nady);
numaDestroy(&nay);
#endif
/* -------------------------------------------------------------------*
* Rank extraction *
* -------------------------------------------------------------------*/
#if DO_ALL
/* Rank extraction with interpolation */
pixs = pixRead("test8.jpg");
nasy = pixGetGrayHistogramMasked(pixs, NULL, 0, 0, 1);
numaMakeRankFromHistogram(0.0, 1.0, nasy, 350, &nax, &nay);
gplot = gplotCreate("/tmp/lept/numa_rank1", GPLOT_X11,
"test rank extractor", "pix val", "rank val");
gplotAddPlot(gplot, nax, nay, GPLOT_LINES, "plot 1");
gplotMakeOutput(gplot);
gplotDestroy(&gplot);
numaDestroy(&nasy);
numaDestroy(&nax);
numaDestroy(&nay);
pixDestroy(&pixs);
#endif
#if DO_ALL
/* Rank extraction, point by point */
pixs = pixRead("test8.jpg");
nap = numaCreate(200);
pixGetRankValueMasked(pixs, NULL, 0, 0, 2, 0.0, &val, &na);
for (i = 0; i < 101; i++) {
rank = 0.01 * i;
numaHistogramGetValFromRank(na, rank, &val);
numaAddNumber(nap, val);
}
gplotSimple1(nap, GPLOT_X11, "/tmp/lept/numa_rank2", "rank value");
numaDestroy(&na);
numaDestroy(&nap);
pixDestroy(&pixs);
#endif
/* -------------------------------------------------------------------*
* Numa-morphology *
* -------------------------------------------------------------------*/
#if DO_ALL
na = numaRead("lyra.5.na");
gplotSimple1(na, GPLOT_PNG, "/tmp/lept/numa_lyra1", "Original");
na1 = numaErode(na, 21);
gplotSimple1(na1, GPLOT_PNG, "/tmp/lept/numa_lyra2", "Erosion");
na2 = numaDilate(na, 21);
gplotSimple1(na2, GPLOT_PNG, "/tmp/lept/numa_lyra3", "Dilation");
na3 = numaOpen(na, 21);
gplotSimple1(na3, GPLOT_PNG, "/tmp/lept/numa_lyra4", "Opening");
na4 = numaClose(na, 21);
gplotSimple1(na4, GPLOT_PNG, "/tmp/lept/numa_lyra5", "Closing");
#ifndef _WIN32
sleep(1);
#else
Sleep(1000);
#endif /* _WIN32 */
pixa = pixaCreate(5);
pix1 = pixRead("/tmp/lept/numa_lyra1.png");
pix2 = pixRead("/tmp/lept/numa_lyra2.png");
pix3 = pixRead("/tmp/lept/numa_lyra3.png");
pix4 = pixRead("/tmp/lept/numa_lyra4.png");
pix5 = pixRead("/tmp/lept/numa_lyra5.png");
pixSaveTiled(pix1, pixa, 1.0, 1, 25, 32);
pixSaveTiled(pix2, pixa, 1.0, 1, 25, 32);
pixSaveTiled(pix3, pixa, 1.0, 0, 25, 32);
pixSaveTiled(pix4, pixa, 1.0, 1, 25, 32);
pixSaveTiled(pix5, pixa, 1.0, 0, 25, 32);
pixd = pixaDisplay(pixa, 0, 0);
pixDisplay(pixd, 100, 100);
pixWrite("/tmp/lept/numa_morph.png", pixd, IFF_PNG);
numaDestroy(&na);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
numaDestroy(&na4);
pixaDestroy(&pixa);
pixDestroy(&pix1);
pixDestroy(&pix2);
pixDestroy(&pix3);
pixDestroy(&pix4);
pixDestroy(&pix5);
pixDestroy(&pixd);
#endif
return 0;
}
int main(int argc,
char **argv)
{
l_int32 i, j;
l_int32 w, h, bw, bh, wpls, rval, gval, bval, same;
l_uint32 pixel;
l_uint32 *lines, *datas;
l_float32 sum1, sum2, ave1, ave2, ave3, ave4, diff1, diff2;
l_float32 var1, var2, var3;
BOX *box1, *box2;
NUMA *na, *na1, *na2, *na3, *na4;
PIX *pix, *pixs, *pix1, *pix2, *pix3, *pix4, *pix5, *pixg, *pixd;
PIXA *pixa;
static char mainName[] = "numa2_reg";
if (argc != 1)
return ERROR_INT(" Syntax: numa2_reg", mainName, 1);
lept_mkdir("lept/numa2");
/* -------------------------------------------------------------------*
* Numa-windowed stats *
* -------------------------------------------------------------------*/
#if DO_ALL
na = numaRead("lyra.5.na");
numaWindowedStats(na, 5, &na1, &na2, &na3, &na4);
gplotSimple1(na, GPLOT_PNG, "/tmp/lept/numa2/lyra6", "Original");
gplotSimple1(na1, GPLOT_PNG, "/tmp/lept/numa2/lyra7", "Mean");
gplotSimple1(na2, GPLOT_PNG, "/tmp/lept/numa2/lyra8", "Mean Square");
gplotSimple1(na3, GPLOT_PNG, "/tmp/lept/numa2/lyra9", "Variance");
gplotSimple1(na4, GPLOT_PNG, "/tmp/lept/numa2/lyra10", "RMS Difference");
pixa = pixaCreate(5);
pix1 = pixRead("/tmp/lept/numa2/lyra6.png");
pix2 = pixRead("/tmp/lept/numa2/lyra7.png");
pix3 = pixRead("/tmp/lept/numa2/lyra8.png");
pix4 = pixRead("/tmp/lept/numa2/lyra9.png");
pix5 = pixRead("/tmp/lept/numa2/lyra10.png");
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
pixaAddPix(pixa, pix5, L_INSERT);
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplay(pixd, 100, 0);
pixWrite("/tmp/lept/numa2/window.png", pixd, IFF_PNG);
pixDestroy(&pixd);
pixaDestroy(&pixa);
numaDestroy(&na);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
numaDestroy(&na4);
#endif
/* -------------------------------------------------------------------*
* Extraction on a line *
* -------------------------------------------------------------------*/
#if DO_ALL
/* First, make a pretty image */
w = h = 200;
pixs = pixCreate(w, h, 32);
wpls = pixGetWpl(pixs);
datas = pixGetData(pixs);
for (i = 0; i < 200; i++) {
lines = datas + i * wpls;
for (j = 0; j < 200; j++) {
rval = (l_int32)((255. * j) / w + (255. * i) / h);
gval = (l_int32)((255. * 2 * j) / w + (255. * 2 * i) / h) % 255;
bval = (l_int32)((255. * 4 * j) / w + (255. * 4 * i) / h) % 255;
composeRGBPixel(rval, gval, bval, &pixel);
lines[j] = pixel;
}
}
pixg = pixConvertTo8(pixs, 0); /* and a grayscale version */
pixWrite("/tmp/lept/numa_pixg.png", pixg, IFF_PNG);
pixDisplay(pixg, 450, 100);
na1 = pixExtractOnLine(pixg, 20, 20, 180, 20, 1);
na2 = pixExtractOnLine(pixg, 40, 30, 40, 170, 1);
na3 = pixExtractOnLine(pixg, 20, 170, 180, 30, 1);
na4 = pixExtractOnLine(pixg, 20, 190, 180, 10, 1);
gplotSimple1(na1, GPLOT_PNG, "/tmp/lept/numa2/ext1", "Horizontal");
gplotSimple1(na2, GPLOT_PNG, "/tmp/lept/numa2/ext2", "Vertical");
gplotSimple1(na3, GPLOT_PNG, "/tmp/lept/numa2/ext3",
"Slightly more horizontal than vertical");
gplotSimple1(na4, GPLOT_PNG, "/tmp/lept/numa2/ext4",
"Slightly more vertical than horizontal");
pixa = pixaCreate(4);
pix1 = pixRead("/tmp/lept/numa2/ext1.png");
pix2 = pixRead("/tmp/lept/numa2/ext2.png");
pix3 = pixRead("/tmp/lept/numa2/ext3.png");
pix4 = pixRead("/tmp/lept/numa2/ext4.png");
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplay(pixd, 100, 450);
pixWrite("/tmp/lept/numa2/extract.png", pixd, IFF_PNG);
pixDestroy(&pixd);
pixaDestroy(&pixa);
pixDestroy(&pixg);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
numaDestroy(&na4);
#endif
/* -------------------------------------------------------------------*
* Row and column pixel sums *
* -------------------------------------------------------------------*/
#if DO_ALL
/* Sum by columns in two halves (left and right) */
pixs = pixRead("test8.jpg");
pixGetDimensions(pixs, &w, &h, NULL);
box1 = boxCreate(0, 0, w / 2, h);
box2 = boxCreate(w / 2, 0, w - 2 / 2, h);
na1 = pixAverageByColumn(pixs, box1, L_BLACK_IS_MAX);
na2 = pixAverageByColumn(pixs, box2, L_BLACK_IS_MAX);
numaJoin(na1, na2, 0, -1);
na3 = pixAverageByColumn(pixs, NULL, L_BLACK_IS_MAX);
numaSimilar(na1, na3, 0.0, &same);
if (same)
fprintf(stderr, "Same for columns\n");
else
fprintf(stderr, "Error for columns\n");
pix = pixConvertTo32(pixs);
pixRenderPlotFromNumaGen(&pix, na3, L_HORIZONTAL_LINE, 3, h / 2, 80, 1,
0xff000000);
pixRenderPlotFromNuma(&pix, na3, L_PLOT_AT_BOT, 3, 80, 0xff000000);
boxDestroy(&box1);
boxDestroy(&box2);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
/* Sum by rows in two halves (top and bottom) */
box1 = boxCreate(0, 0, w, h / 2);
box2 = boxCreate(0, h / 2, w, h - h / 2);
na1 = pixAverageByRow(pixs, box1, L_WHITE_IS_MAX);
na2 = pixAverageByRow(pixs, box2, L_WHITE_IS_MAX);
numaJoin(na1, na2, 0, -1);
na3 = pixAverageByRow(pixs, NULL, L_WHITE_IS_MAX);
numaSimilar(na1, na3, 0.0, &same);
if (same)
fprintf(stderr, "Same for rows\n");
else
fprintf(stderr, "Error for rows\n");
pixRenderPlotFromNumaGen(&pix, na3, L_VERTICAL_LINE, 3, w / 2, 80, 1,
0x00ff0000);
pixRenderPlotFromNuma(&pix, na3, L_PLOT_AT_RIGHT, 3, 80, 0x00ff0000);
pixDisplay(pix, 500, 200);
boxDestroy(&box1);
boxDestroy(&box2);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
pixDestroy(&pix);
/* Average left by rows; right by columns; compare totals */
box1 = boxCreate(0, 0, w / 2, h);
box2 = boxCreate(w / 2, 0, w - 2 / 2, h);
na1 = pixAverageByRow(pixs, box1, L_WHITE_IS_MAX);
na2 = pixAverageByColumn(pixs, box2, L_WHITE_IS_MAX);
numaGetSum(na1, &sum1); /* sum of averages of left box */
numaGetSum(na2, &sum2); /* sum of averages of right box */
ave1 = sum1 / h;
ave2 = 2.0 * sum2 / w;
ave3 = 0.5 * (ave1 + ave2); /* average over both halves */
fprintf(stderr, "ave1 = %8.4f\n", sum1 / h);
fprintf(stderr, "ave2 = %8.4f\n", 2.0 * sum2 / w);
pixAverageInRect(pixs, NULL, &ave4); /* entire image */
diff1 = ave4 - ave3;
diff2 = w * h * ave4 - (0.5 * w * sum1 + h * sum2);
if (diff1 < 0.001)
fprintf(stderr, "Average diffs are correct\n");
else
fprintf(stderr, "Average diffs are wrong: diff1 = %7.5f\n", diff1);
if (diff2 < 20) /* float-to-integer roundoff */
fprintf(stderr, "Pixel sums are correct\n");
else
fprintf(stderr, "Pixel sums are in error: diff = %7.0f\n", diff2);
/* Variance left and right halves. Variance doesn't average
* in a simple way, unlike pixel sums. */
pixVarianceInRect(pixs, box1, &var1); /* entire image */
pixVarianceInRect(pixs, box2, &var2); /* entire image */
pixVarianceInRect(pixs, NULL, &var3); /* entire image */
fprintf(stderr, "0.5 * (var1 + var2) = %7.3f, var3 = %7.3f\n",
0.5 * (var1 + var2), var3);
boxDestroy(&box1);
boxDestroy(&box2);
numaDestroy(&na1);
numaDestroy(&na2);
#endif
/* -------------------------------------------------------------------*
* Row and column variances *
* -------------------------------------------------------------------*/
#if DO_ALL
/* Display variance by rows and columns */
box1 = boxCreate(415, 0, 130, 425);
boxGetGeometry(box1, NULL, NULL, &bw, &bh);
na1 = pixVarianceByRow(pixs, box1);
na2 = pixVarianceByColumn(pixs, box1);
pix = pixConvertTo32(pixs);
pix1 = pixCopy(NULL, pix);
pixRenderPlotFromNumaGen(&pix, na1, L_VERTICAL_LINE, 3, 415, 100, 1,
0xff000000);
pixRenderPlotFromNumaGen(&pix, na2, L_HORIZONTAL_LINE, 3, bh / 2, 100, 1,
0x00ff0000);
pixRenderPlotFromNuma(&pix1, na1, L_PLOT_AT_LEFT, 3, 60, 0x00ff0000);
pixRenderPlotFromNuma(&pix1, na1, L_PLOT_AT_MID_VERT, 3, 60, 0x0000ff00);
pixRenderPlotFromNuma(&pix1, na1, L_PLOT_AT_RIGHT, 3, 60, 0xff000000);
pixRenderPlotFromNuma(&pix1, na2, L_PLOT_AT_TOP, 3, 60, 0x0000ff00);
pixRenderPlotFromNuma(&pix1, na2, L_PLOT_AT_MID_HORIZ, 3, 60, 0xff000000);
pixRenderPlotFromNuma(&pix1, na2, L_PLOT_AT_BOT, 3, 60, 0x00ff0000);
pixDisplay(pix, 500, 900);
pixDisplay(pix1, 500, 1000);
boxDestroy(&box1);
numaDestroy(&na1);
numaDestroy(&na2);
pixDestroy(&pix);
pixDestroy(&pix1);
pixDestroy(&pixs);
/* Again on a different image */
pix1 = pixRead("boxedpage.jpg");
pix2 = pixConvertTo8(pix1, 0);
pixGetDimensions(pix2, &w, &h, NULL);
na1 = pixVarianceByRow(pix2, NULL);
pix3 = pixConvertTo32(pix1);
pixRenderPlotFromNumaGen(&pix3, na1, L_VERTICAL_LINE, 3, 0, 70, 1,
0xff000000);
na2 = pixVarianceByColumn(pix2, NULL);
pixRenderPlotFromNumaGen(&pix3, na2, L_HORIZONTAL_LINE, 3, bh - 1, 70, 1,
0x00ff0000);
pixDisplay(pix3, 1000, 0);
numaDestroy(&na1);
numaDestroy(&na2);
pixDestroy(&pix3);
/* Again, with an erosion */
pix3 = pixErodeGray(pix2, 3, 21);
pixDisplay(pix3, 1400, 0);
na1 = pixVarianceByRow(pix3, NULL);
pix4 = pixConvertTo32(pix1);
pixRenderPlotFromNumaGen(&pix4, na1, L_VERTICAL_LINE, 3, 30, 70, 1,
0xff000000);
na2 = pixVarianceByColumn(pix3, NULL);
pixRenderPlotFromNumaGen(&pix4, na2, L_HORIZONTAL_LINE, 3, bh - 1, 70, 1,
0x00ff0000);
pixDisplay(pix4, 1000, 550);
numaDestroy(&na1);
numaDestroy(&na2);
pixDestroy(&pix1);
pixDestroy(&pix2);
pixDestroy(&pix3);
pixDestroy(&pix4);
#endif
/* -------------------------------------------------------------------*
* Windowed variance along a line *
* -------------------------------------------------------------------*/
#if DO_ALL
pix1 = pixRead("boxedpage.jpg");
pix2 = pixConvertTo8(pix1, 0);
pixGetDimensions(pix2, &w, &h, NULL);
pix3 = pixCopy(NULL, pix1);
/* Plot along horizontal line */
pixWindowedVarianceOnLine(pix2, L_HORIZONTAL_LINE, h / 2 - 30, 0,
w, 5, &na1);
pixRenderPlotFromNumaGen(&pix1, na1, L_HORIZONTAL_LINE, 3, h / 2 - 30,
80, 1, 0xff000000);
pixRenderPlotFromNuma(&pix3, na1, L_PLOT_AT_TOP, 3, 60, 0x00ff0000);
pixRenderPlotFromNuma(&pix3, na1, L_PLOT_AT_BOT, 3, 60, 0x0000ff00);
/* Plot along vertical line */
pixWindowedVarianceOnLine(pix2, L_VERTICAL_LINE, 0.78 * w, 0,
h, 5, &na2);
pixRenderPlotFromNumaGen(&pix1, na2, L_VERTICAL_LINE, 3, 0.78 * w, 60,
1, 0x00ff0000);
pixRenderPlotFromNuma(&pix3, na2, L_PLOT_AT_LEFT, 3, 60, 0xff000000);
pixRenderPlotFromNuma(&pix3, na2, L_PLOT_AT_RIGHT, 3, 60, 0x00ff0000);
pixDisplay(pix1, 1000, 1000);
pixDisplay(pix3, 1500, 1000);
pixDestroy(&pix1);
pixDestroy(&pix2);
pixDestroy(&pix3);
numaDestroy(&na1);
numaDestroy(&na2);
#endif
return 0;
}
int main(int argc,
char **argv)
{
l_int32 i, j;
l_int32 w, h, bw, bh, wpls, rval, gval, bval, same;
l_uint32 pixel;
l_uint32 *lines, *datas;
l_float32 sum1, sum2, ave1, ave2, ave3, ave4, diff1, diff2;
l_float32 var1, var2, var3;
BOX *box1, *box2;
NUMA *na, *na1, *na2, *na3, *na4;
PIX *pix, *pixs, *pix1, *pix2, *pix3, *pix4, *pix5, *pixg, *pixd;
PIXA *pixa;
L_REGPARAMS *rp;
if (regTestSetup(argc, argv, &rp))
return 1;
lept_mkdir("lept/numa2");
/* -------------------------------------------------------------------*
* Numa-windowed stats *
* -------------------------------------------------------------------*/
na = numaRead("lyra.5.na");
numaWindowedStats(na, 5, &na1, &na2, &na3, &na4);
gplotSimple1(na, GPLOT_PNG, "/tmp/lept/numa2/lyra1", "Original");
gplotSimple1(na1, GPLOT_PNG, "/tmp/lept/numa2/lyra2", "Mean");
gplotSimple1(na2, GPLOT_PNG, "/tmp/lept/numa2/lyra3", "Mean Square");
gplotSimple1(na3, GPLOT_PNG, "/tmp/lept/numa2/lyra4", "Variance");
gplotSimple1(na4, GPLOT_PNG, "/tmp/lept/numa2/lyra5", "RMS Difference");
pix1 = pixRead("/tmp/lept/numa2/lyra1.png");
pix2 = pixRead("/tmp/lept/numa2/lyra2.png");
pix3 = pixRead("/tmp/lept/numa2/lyra3.png");
pix4 = pixRead("/tmp/lept/numa2/lyra4.png");
pix5 = pixRead("/tmp/lept/numa2/lyra5.png");
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 0 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 1 */
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 2 */
regTestWritePixAndCheck(rp, pix4, IFF_PNG); /* 3 */
regTestWritePixAndCheck(rp, pix5, IFF_PNG); /* 4 */
pixa = pixaCreate(5);
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
pixaAddPix(pixa, pix5, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 0, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
numaDestroy(&na);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
numaDestroy(&na4);
/* -------------------------------------------------------------------*
* Extraction on a line *
* -------------------------------------------------------------------*/
/* First, make a pretty image */
w = h = 200;
pixs = pixCreate(w, h, 32);
wpls = pixGetWpl(pixs);
datas = pixGetData(pixs);
for (i = 0; i < 200; i++) {
lines = datas + i * wpls;
for (j = 0; j < 200; j++) {
rval = (l_int32)((255. * j) / w + (255. * i) / h);
gval = (l_int32)((255. * 2 * j) / w + (255. * 2 * i) / h) % 255;
bval = (l_int32)((255. * 4 * j) / w + (255. * 4 * i) / h) % 255;
composeRGBPixel(rval, gval, bval, &pixel);
lines[j] = pixel;
}
}
pixg = pixConvertTo8(pixs, 0); /* and a grayscale version */
regTestWritePixAndCheck(rp, pixg, IFF_PNG); /* 5 */
pixDisplayWithTitle(pixg, 0, 300, NULL, rp->display);
na1 = pixExtractOnLine(pixg, 20, 20, 180, 20, 1);
na2 = pixExtractOnLine(pixg, 40, 30, 40, 170, 1);
na3 = pixExtractOnLine(pixg, 20, 170, 180, 30, 1);
na4 = pixExtractOnLine(pixg, 20, 190, 180, 10, 1);
gplotSimple1(na1, GPLOT_PNG, "/tmp/lept/numa2/ext1", "Horizontal");
gplotSimple1(na2, GPLOT_PNG, "/tmp/lept/numa2/ext2", "Vertical");
gplotSimple1(na3, GPLOT_PNG, "/tmp/lept/numa2/ext3",
"Slightly more horizontal than vertical");
gplotSimple1(na4, GPLOT_PNG, "/tmp/lept/numa2/ext4",
"Slightly more vertical than horizontal");
pix1 = pixRead("/tmp/lept/numa2/ext1.png");
pix2 = pixRead("/tmp/lept/numa2/ext2.png");
pix3 = pixRead("/tmp/lept/numa2/ext3.png");
pix4 = pixRead("/tmp/lept/numa2/ext4.png");
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 6 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 7 */
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 8 */
regTestWritePixAndCheck(rp, pix4, IFF_PNG); /* 9 */
pixa = pixaCreate(4);
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix4, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 300, 0, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
pixDestroy(&pixg);
pixDestroy(&pixs);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
numaDestroy(&na4);
/* -------------------------------------------------------------------*
* Row and column pixel sums *
* -------------------------------------------------------------------*/
/* Sum by columns in two halves (left and right) */
pixs = pixRead("test8.jpg");
pixGetDimensions(pixs, &w, &h, NULL);
box1 = boxCreate(0, 0, w / 2, h);
box2 = boxCreate(w / 2, 0, w - 2 / 2, h);
na1 = pixAverageByColumn(pixs, box1, L_BLACK_IS_MAX);
na2 = pixAverageByColumn(pixs, box2, L_BLACK_IS_MAX);
numaJoin(na1, na2, 0, -1);
na3 = pixAverageByColumn(pixs, NULL, L_BLACK_IS_MAX);
numaSimilar(na1, na3, 0.0, &same); /* for columns */
regTestCompareValues(rp, 1, same, 0); /* 10 */
pix1 = pixConvertTo32(pixs);
pixRenderPlotFromNumaGen(&pix1, na3, L_HORIZONTAL_LINE, 3, h / 2, 80, 1,
0xff000000);
pixRenderPlotFromNuma(&pix1, na3, L_PLOT_AT_BOT, 3, 80, 0xff000000);
boxDestroy(&box1);
boxDestroy(&box2);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
/* Sum by rows in two halves (top and bottom) */
box1 = boxCreate(0, 0, w, h / 2);
box2 = boxCreate(0, h / 2, w, h - h / 2);
na1 = pixAverageByRow(pixs, box1, L_WHITE_IS_MAX);
na2 = pixAverageByRow(pixs, box2, L_WHITE_IS_MAX);
numaJoin(na1, na2, 0, -1);
na3 = pixAverageByRow(pixs, NULL, L_WHITE_IS_MAX);
numaSimilar(na1, na3, 0.0, &same); /* for rows */
regTestCompareValues(rp, 1, same, 0); /* 11 */
pixRenderPlotFromNumaGen(&pix1, na3, L_VERTICAL_LINE, 3, w / 2, 80, 1,
0x00ff0000);
pixRenderPlotFromNuma(&pix1, na3, L_PLOT_AT_RIGHT, 3, 80, 0x00ff0000);
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 12 */
pixDisplayWithTitle(pix1, 0, 600, NULL, rp->display);
pixDestroy(&pix1);
boxDestroy(&box1);
boxDestroy(&box2);
numaDestroy(&na1);
numaDestroy(&na2);
numaDestroy(&na3);
/* Average left by rows; right by columns; compare totals */
box1 = boxCreate(0, 0, w / 2, h);
box2 = boxCreate(w / 2, 0, w - 2 / 2, h);
na1 = pixAverageByRow(pixs, box1, L_WHITE_IS_MAX);
na2 = pixAverageByColumn(pixs, box2, L_WHITE_IS_MAX);
numaGetSum(na1, &sum1); /* sum of averages of left box */
numaGetSum(na2, &sum2); /* sum of averages of right box */
ave1 = sum1 / h;
ave2 = 2.0 * sum2 / w;
ave3 = 0.5 * (ave1 + ave2); /* average over both halves */
regTestCompareValues(rp, 189.59, ave1, 0.01); /* 13 */
regTestCompareValues(rp, 207.89, ave2, 0.01); /* 14 */
if (rp->display) {
fprintf(stderr, "ave1 = %8.4f\n", sum1 / h);
fprintf(stderr, "ave2 = %8.4f\n", 2.0 * sum2 / w);
}
pixAverageInRect(pixs, NULL, &ave4); /* entire image */
diff1 = ave4 - ave3;
diff2 = w * h * ave4 - (0.5 * w * sum1 + h * sum2);
regTestCompareValues(rp, 0.0, diff1, 0.001); /* 15 */
regTestCompareValues(rp, 10.0, diff2, 10.0); /* 16 */
/* Variance left and right halves. Variance doesn't average
* in a simple way, unlike pixel sums. */
pixVarianceInRect(pixs, box1, &var1); /* entire image */
pixVarianceInRect(pixs, box2, &var2); /* entire image */
pixVarianceInRect(pixs, NULL, &var3); /* entire image */
regTestCompareValues(rp, 82.06, 0.5 * (var1 + var2), 0.01); /* 17 */
regTestCompareValues(rp, 82.66, var3, 0.01); /* 18 */
boxDestroy(&box1);
boxDestroy(&box2);
numaDestroy(&na1);
numaDestroy(&na2);
/* -------------------------------------------------------------------*
* Row and column variances *
* -------------------------------------------------------------------*/
/* Display variance by rows and columns */
box1 = boxCreate(415, 0, 130, 425);
boxGetGeometry(box1, NULL, NULL, &bw, &bh);
na1 = pixVarianceByRow(pixs, box1);
na2 = pixVarianceByColumn(pixs, box1);
pix1 = pixConvertTo32(pixs);
pix2 = pixCopy(NULL, pix1);
pixRenderPlotFromNumaGen(&pix1, na1, L_VERTICAL_LINE, 3, 415, 100, 1,
0xff000000);
pixRenderPlotFromNumaGen(&pix1, na2, L_HORIZONTAL_LINE, 3, bh / 2, 100, 1,
0x00ff0000);
pixRenderPlotFromNuma(&pix2, na1, L_PLOT_AT_LEFT, 3, 60, 0x00ff0000);
pixRenderPlotFromNuma(&pix2, na1, L_PLOT_AT_MID_VERT, 3, 60, 0x0000ff00);
pixRenderPlotFromNuma(&pix2, na1, L_PLOT_AT_RIGHT, 3, 60, 0xff000000);
pixRenderPlotFromNuma(&pix2, na2, L_PLOT_AT_TOP, 3, 60, 0x0000ff00);
pixRenderPlotFromNuma(&pix2, na2, L_PLOT_AT_MID_HORIZ, 3, 60, 0xff000000);
pixRenderPlotFromNuma(&pix2, na2, L_PLOT_AT_BOT, 3, 60, 0x00ff0000);
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 19 */
regTestWritePixAndCheck(rp, pix2, IFF_PNG); /* 20 */
pixa = pixaCreate(2);
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix2, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 400, 600, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
boxDestroy(&box1);
numaDestroy(&na1);
numaDestroy(&na2);
pixDestroy(&pixs);
/* Again on a different image */
pix1 = pixRead("boxedpage.jpg");
pix2 = pixConvertTo8(pix1, 0);
pixGetDimensions(pix2, &w, &h, NULL);
na1 = pixVarianceByRow(pix2, NULL);
pix3 = pixConvertTo32(pix1);
pixRenderPlotFromNumaGen(&pix3, na1, L_VERTICAL_LINE, 3, 0, 70, 1,
0xff000000);
na2 = pixVarianceByColumn(pix2, NULL);
pixRenderPlotFromNumaGen(&pix3, na2, L_HORIZONTAL_LINE, 3, bh - 1, 70, 1,
0x00ff0000);
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 21 */
numaDestroy(&na1);
numaDestroy(&na2);
/* Again, with an erosion */
pix4 = pixErodeGray(pix2, 3, 21);
na1 = pixVarianceByRow(pix4, NULL);
pix5 = pixConvertTo32(pix1);
pixRenderPlotFromNumaGen(&pix5, na1, L_VERTICAL_LINE, 3, 30, 70, 1,
0xff000000);
na2 = pixVarianceByColumn(pix4, NULL);
pixRenderPlotFromNumaGen(&pix5, na2, L_HORIZONTAL_LINE, 3, bh - 1, 70, 1,
0x00ff0000);
regTestWritePixAndCheck(rp, pix5, IFF_PNG); /* 22 */
pixa = pixaCreate(2);
pixaAddPix(pixa, pix3, L_INSERT);
pixaAddPix(pixa, pix5, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 800, 600, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
pixDestroy(&pix1);
pixDestroy(&pix2);
pixDestroy(&pix4);
numaDestroy(&na1);
numaDestroy(&na2);
/* -------------------------------------------------------------------*
* Windowed variance along a line *
* -------------------------------------------------------------------*/
pix1 = pixRead("boxedpage.jpg");
pix2 = pixConvertTo8(pix1, 0);
pixGetDimensions(pix2, &w, &h, NULL);
pix3 = pixCopy(NULL, pix1);
/* Plot along horizontal line */
pixWindowedVarianceOnLine(pix2, L_HORIZONTAL_LINE, h / 2 - 30, 0,
w, 5, &na1);
pixRenderPlotFromNumaGen(&pix1, na1, L_HORIZONTAL_LINE, 3, h / 2 - 30,
80, 1, 0xff000000);
pixRenderPlotFromNuma(&pix3, na1, L_PLOT_AT_TOP, 3, 60, 0x00ff0000);
pixRenderPlotFromNuma(&pix3, na1, L_PLOT_AT_BOT, 3, 60, 0x0000ff00);
/* Plot along vertical line */
pixWindowedVarianceOnLine(pix2, L_VERTICAL_LINE, 0.78 * w, 0,
h, 5, &na2);
pixRenderPlotFromNumaGen(&pix1, na2, L_VERTICAL_LINE, 3, 0.78 * w, 60,
1, 0x00ff0000);
pixRenderPlotFromNuma(&pix3, na2, L_PLOT_AT_LEFT, 3, 60, 0xff000000);
pixRenderPlotFromNuma(&pix3, na2, L_PLOT_AT_RIGHT, 3, 60, 0x00ff0000);
regTestWritePixAndCheck(rp, pix1, IFF_PNG); /* 23 */
regTestWritePixAndCheck(rp, pix3, IFF_PNG); /* 24 */
pixa = pixaCreate(2);
pixaAddPix(pixa, pix1, L_INSERT);
pixaAddPix(pixa, pix3, L_INSERT);
if (rp->display) {
pixd = pixaDisplayTiledInRows(pixa, 32, 1500, 1.0, 0, 20, 2);
pixDisplayWithTitle(pixd, 1200, 600, NULL, 1);
pixDestroy(&pixd);
}
pixaDestroy(&pixa);
pixDestroy(&pix2);
numaDestroy(&na1);
numaDestroy(&na2);
return regTestCleanup(rp);;
}
