Example #1
0
int dsigma(float *image, 
					 int nx, 
					 int ny,
					 int sp,
					 float *sigma)
{
	float tot;
  int i,j,dx,dy, ndiff;

	if(nx==1 && ny==1) {
		(*sigma)=0.;
		return(0);
	}

	dx=50;
	if(dx>nx/4) dx=nx/4;
	if(dx<=0) dx=1;

	dy=50;
	if(dy>ny/4) dy=ny/4;
	if(dy<=0) dy=1;
	
	diff=(float *) malloc(2*nx*ny*sizeof(float));
	ndiff=0;
	for(j=0;j<ny;j+=dy) {
		for(i=0;i<nx;i+=dx) {
			if(i<nx-sp) {
				diff[ndiff]=fabs(image[i+j*nx]-image[i+sp+j*nx]);
				ndiff++;
			}
			if(j<ny-sp) {
				diff[ndiff]=fabs(image[i+j*nx]-image[i+(j+sp)*nx]);
				ndiff++;
			}
		}
	}

	if(ndiff<=1) {
		(*sigma)=0.;
		return(0);
	}

	if(ndiff<=10) {
		tot=0.;
		for(i=0;i<ndiff;i++)
			tot+=diff[i]*diff[i];
		(*sigma)=sqrt(tot/(float) ndiff);
		return(0);
	}

	(*sigma)=(dselip((int) floor(ndiff*0.68),ndiff,diff))/sqrt(2.);
	
	FREEVEC(diff);

	return(1);
} /* end dsigma */
Example #2
0
int dmedsmooth(const float *image,
               const uint8_t *masked,
               int nx,
               int ny,
               int halfbox,
               float *smooth)
{
    int i, j, ip, jp, ist, jst, nb, ind, jnd, sp;
    int xoff, yoff, nm, nxgrid, nygrid;
    int ypsize, ymsize, xpsize, xmsize;
    float dx, dy, xkernel, ykernel;

    float *arr = NULL;
    int *xgrid = NULL;
    int *ygrid = NULL;
    float *grid = NULL;
    int *xlo = NULL;
    int *xhi = NULL;
    int *ylo = NULL;
    int *yhi = NULL;

    /* get grids */
    sp = halfbox;
    nxgrid = MAX(1, nx / sp) + 2;
    //printf("nxgrid %i\n", nxgrid);
    // "xgrid" are the centers.
    // "xlo" are the (inclusive) lower-bounds
    // "xhi" are the (inclusive) upper-bounds
    // the grid cells may overlap.
    xgrid = (int *) malloc((size_t)nxgrid * sizeof(int));
    xlo = (int *) malloc((size_t)nxgrid * sizeof(int));
    xhi = (int *) malloc((size_t)nxgrid * sizeof(int));
    xoff = (nx - 1 - (nxgrid - 3) * sp) / 2;
    for (i = 1;i < nxgrid - 1;i++)
        xgrid[i] = (i - 1) * sp + xoff;
    xgrid[0] = xgrid[1] - sp;
    xgrid[nxgrid - 1] = xgrid[nxgrid - 2] + sp;
    for (i = 0;i < nxgrid;i++) {
        xlo[i] = MAX(xgrid[i] - sp, 0);
        xhi[i] = MIN(xgrid[i] + sp, nx-1);
        //printf("xlo[%i],xhi[%i] = %i,%i\n", i, i, xlo[i], xhi[i]);
    }

    nygrid = MAX(1, ny / sp) + 2;
    //printf("nygrid %i\n", nygrid);
    ylo = (int *) malloc(nygrid * sizeof(int));
    yhi = (int *) malloc(nygrid * sizeof(int));
    ygrid = (int *) malloc(nygrid * sizeof(int));
    yoff = (ny - 1 - (nygrid - 3) * sp) / 2;
    for (i = 1;i < nygrid - 1;i++)
        ygrid[i] = (i - 1) * sp + yoff;
    ygrid[0] = ygrid[1] - sp;
    ygrid[nygrid - 1] = ygrid[nygrid - 2] + sp;

    for (i = 0;i < nygrid;i++) {
        ylo[i] = MAX(ygrid[i] - sp, 0);
        yhi[i] = MIN(ygrid[i] + sp, ny-1);
        //printf("ylo[%i],yhi[%i] = %i,%i\n", i, i, ylo[i], yhi[i]);
    }

    // the median-filtered image (subsampled on a grid).
    grid = (float *) malloc((size_t)(nxgrid * nygrid) * sizeof(float));

    arr = (float *) malloc((size_t)((sp * 2 + 5) * (sp * 2 + 5)) * sizeof(float));

    for (j=0; j<nygrid; j++) {
        for (i=0; i<nxgrid; i++) {
            nb = 0;
            for (jp=ylo[j]; jp<=yhi[j]; jp++) {
                const float* imageptr = image + xlo[i] + jp * nx;
                float f;
                if (masked) {
                    const uint8_t* maskptr = masked + xlo[i] + jp * nx;
                    for (ip=xlo[i]; ip<=xhi[i]; ip++, imageptr++, maskptr++) {
                        if (*maskptr)
                            continue;
                        f = (*imageptr);
                        if (!isfinite(f))
                            continue;
                        arr[nb] = f;
                        nb++;
                    }
                } else {
                    for (ip=xlo[i]; ip<=xhi[i]; ip++, imageptr++) {
                        f = (*imageptr);
                        if (!isfinite(f))
                            continue;
                        arr[nb] = f;
                        nb++;
                    }
                }
            }
            if (nb > 1) {
                nm = nb / 2;
                grid[i + j*nxgrid] = dselip(nm, nb, arr);
            } else {
                grid[i + j*nxgrid] = image[(long)xlo[i] + ((long)ylo[j]) * nx];
            }
        }
    }
    FREEVEC(xlo);
    FREEVEC(ylo);
    FREEVEC(xhi);
    FREEVEC(yhi);
    FREEVEC(arr);

    for (j = 0;j < ny;j++)
        for (i = 0;i < nx;i++)
            smooth[i + j*nx] = 0.;
    for (j = 0;j < nygrid;j++) {
        jst = (long) ( (float) ygrid[j] - sp * 1.5);
        jnd = (long) ( (float) ygrid[j] + sp * 1.5);
        if (jst < 0)
            jst = 0;
        if (jnd > ny - 1)
            jnd = ny - 1;
        ypsize = sp;
        ymsize = sp;
        if (j == 0)
            ypsize = ygrid[1] - ygrid[0];
        if (j == 1)
            ymsize = ygrid[1] - ygrid[0];
        if (j == nygrid - 2)
            ypsize = ygrid[nygrid - 1] - ygrid[nygrid - 2];
        if (j == nygrid - 1)
            ymsize = ygrid[nygrid - 1] - ygrid[nygrid - 2];
        for (i = 0;i < nxgrid;i++) {
            ist = (long) ( (float) xgrid[i] - sp * 1.5);
            ind = (long) ( (float) xgrid[i] + sp * 1.5);
            if (ist < 0)
                ist = 0;
            if (ind > nx - 1)
                ind = nx - 1;
            xpsize = sp;
            xmsize = sp;
            if (i == 0)
                xpsize = xgrid[1] - xgrid[0];
            if (i == 1)
                xmsize = xgrid[1] - xgrid[0];
            if (i == nxgrid - 2)
                xpsize = xgrid[nxgrid - 1] - xgrid[nxgrid - 2];
            if (i == nxgrid - 1)
                xmsize = xgrid[nxgrid - 1] - xgrid[nxgrid - 2];

            for (jp = jst;jp <= jnd;jp++) {
                // Interpolate with a kernel that is two parabolas spliced
                // together: in [-1.5, -0.5] and [0.5, 1.5], 0.5 * (|y|-1.5)^2
                // so at +- 0.5 it has value 0.5.
                // at +- 1.5 it has value 0.
                // in [-0.5, 0.5]: 0.75 - (y^2)
                // so at +- 0.5 it has value 0.5
                // at 0 it has value 0.75
                dy = (float)(jp - ygrid[j]);
                if (dy >= 0) {
                    dy /= (float)ypsize;
                } else {
                    dy /= (float)(-ymsize);
                }
                if ((dy >= 0.5) && (dy < 1.5))
                    ykernel = 0.5 * (dy - 1.5) * (dy - 1.5);
                else if (dy < 0.5)
                    ykernel = 0.75 - (dy * dy);
                else
                    // ykernel = 0
                    continue;
                for (ip = ist; ip <= ind; ip++) {
                    dx = (float)(ip - xgrid[i]);
                    if (dx >= 0) {
                        dx /= (float)xpsize;
                    } else {
                        dx /= (float)(-xmsize);
                    }
                    if ((dx >= 0.5) && (dx < 1.5))
                        xkernel = 0.5 * (dx - 1.5) * (dx - 1.5);
                    else if (dx < 0.5)
                        xkernel = 0.75 - (dx * dx);
                    else
                        // xkernel = 0
                        continue;
                    smooth[ip + jp*nx] += xkernel * ykernel * grid[i + j * nxgrid];
                }
            }
        }
    }

    FREEVEC(grid);
    FREEVEC(xgrid);
    FREEVEC(ygrid);

    return 1;
}