Pillow/src/libImaging/Resample.c

#include "Imaging.h"

#include <math.h>


#define ROUND_UP(f) ((int) ((f) >= 0.0 ? (f) + 0.5F : (f) - 0.5F))


struct filter {
    double (*filter)(double x);
    double support;
};

static inline double box_filter(double x)
{
    if (x >= -0.5 && x < 0.5)
        return 1.0;
    return 0.0;
}

static inline double bilinear_filter(double x)
{
    if (x < 0.0)
        x = -x;
    if (x < 1.0)
        return 1.0-x;
    return 0.0;
}

static inline double hamming_filter(double x)
{
    if (x < 0.0)
        x = -x;
    if (x == 0.0)
        return 1.0;
    if (x >= 1.0)
        return 0.0;
    x = x * M_PI;
    return sin(x) / x * (0.54f + 0.46f * cos(x));
}

static inline double bicubic_filter(double x)
{
    /* https://en.wikipedia.org/wiki/Bicubic_interpolation#Bicubic_convolution_algorithm */
#define a -0.5
    if (x < 0.0)
        x = -x;
    if (x < 1.0)
        return ((a + 2.0) * x - (a + 3.0)) * x*x + 1;
    if (x < 2.0)
        return (((x - 5) * x + 8) * x - 4) * a;
    return 0.0;
#undef a
}

static inline double sinc_filter(double x)
{
    if (x == 0.0)
        return 1.0;
    x = x * M_PI;
    return sin(x) / x;
}

static inline double lanczos_filter(double x)
{
    /* truncated sinc */
    if (-3.0 <= x && x < 3.0)
        return sinc_filter(x) * sinc_filter(x/3);
    return 0.0;
}

static struct filter BOX = { box_filter, 0.5 };
static struct filter BILINEAR = { bilinear_filter, 1.0 };
static struct filter HAMMING = { hamming_filter, 1.0 };
static struct filter BICUBIC = { bicubic_filter, 2.0 };
static struct filter LANCZOS = { lanczos_filter, 3.0 };


/* 8 bits for result. Filter can have negative areas.
   In one cases the sum of the coefficients will be negative,
   in the other it will be more than 1.0. That is why we need
   two extra bits for overflow and int type. */
#define PRECISION_BITS (32 - 8 - 2)


/* Handles values form -640 to 639. */
UINT8 _clip8_lookups[1280] = {
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
    0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15,
    16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31,
    32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47,
    48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63,
    64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79,
    80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95,
    96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,
    112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127,
    128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143,
    144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159,
    160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,
    176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191,
    192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207,
    208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223,
    224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239,
    240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
    255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
};

UINT8 *clip8_lookups = &_clip8_lookups[640];

static inline UINT8 clip8(int in)
{
    return clip8_lookups[in >> PRECISION_BITS];
}


int
precompute_coeffs(int inSize, float in0, float in1, int outSize,
                  struct filter *filterp, int **boundsp, double **kkp) {
    double support, scale, filterscale;
    double center, ww, ss;
    int xx, x, ksize, xmin, xmax;
    int *bounds;
    double *kk, *k;

    /* prepare for horizontal stretch */
    filterscale = scale = (double) (in1 - in0) / outSize;
    if (filterscale < 1.0) {
        filterscale = 1.0;
    }

    /* determine support size (length of resampling filter) */
    support = filterp->support * filterscale;

    /* maximum number of coeffs */
    ksize = (int) ceil(support) * 2 + 1;

    // check for overflow
    if (outSize > INT_MAX / (ksize * sizeof(double))) {
        ImagingError_MemoryError();
        return 0;
    }

    /* coefficient buffer */
    /* malloc check ok, overflow checked above */
    kk = malloc(outSize * ksize * sizeof(double));
    if ( ! kk) {
        ImagingError_MemoryError();
        return 0;
    }

    /* malloc check ok, ksize*sizeof(double) > 2*sizeof(int) */
    bounds = malloc(outSize * 2 * sizeof(int));
    if ( ! bounds) {
        free(kk);
        ImagingError_MemoryError();
        return 0;
    }

    for (xx = 0; xx < outSize; xx++) {
        center = in0 + (xx + 0.5) * scale;
        ww = 0.0;
        ss = 1.0 / filterscale;
        // Round the value
        xmin = (int) (center - support + 0.5);
        if (xmin < 0)
            xmin = 0;
        // Round the value
        xmax = (int) (center + support + 0.5);
        if (xmax > inSize)
            xmax = inSize;
        xmax -= xmin;
        k = &kk[xx * ksize];
        for (x = 0; x < xmax; x++) {
            double w = filterp->filter((x + xmin - center + 0.5) * ss);
            k[x] = w;
            ww += w;
        }
        for (x = 0; x < xmax; x++) {
            if (ww != 0.0)
                k[x] /= ww;
        }
        // Remaining values should stay empty if they are used despite of xmax.
        for (; x < ksize; x++) {
            k[x] = 0;
        }
        bounds[xx * 2 + 0] = xmin;
        bounds[xx * 2 + 1] = xmax;
    }
    *boundsp = bounds;
    *kkp = kk;
    return ksize;
}


void
normalize_coeffs_8bpc(int outSize, int ksize, double *prekk)
{
    int x;
    INT32 *kk;

    // use the same buffer for normalized coefficients
    kk = (INT32 *) prekk;

    for (x = 0; x < outSize * ksize; x++) {
        if (prekk[x] < 0) {
            kk[x] = (int) (-0.5 + prekk[x] * (1 << PRECISION_BITS));
        } else {
            kk[x] = (int) (0.5 + prekk[x] * (1 << PRECISION_BITS));
        }
    }
}



void
ImagingResampleHorizontal_8bpc(Imaging imOut, Imaging imIn, int offset,
                               int ksize, int *bounds, double *prekk)
{
    ImagingSectionCookie cookie;
    int ss0, ss1, ss2, ss3;
    int xx, yy, x, xmin, xmax;
    INT32 *k, *kk;

    // use the same buffer for normalized coefficients
    kk = (INT32 *) prekk;
    normalize_coeffs_8bpc(imOut->xsize, ksize, prekk);

    ImagingSectionEnter(&cookie);
    if (imIn->image8) {
        for (yy = 0; yy < imOut->ysize; yy++) {
            for (xx = 0; xx < imOut->xsize; xx++) {
                xmin = bounds[xx * 2 + 0];
                xmax = bounds[xx * 2 + 1];
                k = &kk[xx * ksize];
                ss0 = 1 << (PRECISION_BITS -1);
                for (x = 0; x < xmax; x++)
                    ss0 += ((UINT8) imIn->image8[yy + offset][x + xmin]) * k[x];
                imOut->image8[yy][xx] = clip8(ss0);
            }
        }
    } else if (imIn->type == IMAGING_TYPE_UINT8) {
        if (imIn->bands == 2) {
            for (yy = 0; yy < imOut->ysize; yy++) {
                for (xx = 0; xx < imOut->xsize; xx++) {
                    UINT32 v;
                    xmin = bounds[xx * 2 + 0];
                    xmax = bounds[xx * 2 + 1];
                    k = &kk[xx * ksize];
                    ss0 = ss3 = 1 << (PRECISION_BITS -1);
                    for (x = 0; x < xmax; x++) {
                        ss0 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 0]) * k[x];
                        ss3 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 3]) * k[x];
                    }
                    v = MAKE_UINT32(clip8(ss0), 0, 0, clip8(ss3));
                    memcpy(imOut->image[yy] + xx * sizeof(v), &v, sizeof(v));
                }
            }
        } else if (imIn->bands == 3) {
            for (yy = 0; yy < imOut->ysize; yy++) {
                for (xx = 0; xx < imOut->xsize; xx++) {
                    UINT32 v;
                    xmin = bounds[xx * 2 + 0];
                    xmax = bounds[xx * 2 + 1];
                    k = &kk[xx * ksize];
                    ss0 = ss1 = ss2 = 1 << (PRECISION_BITS -1);
                    for (x = 0; x < xmax; x++) {
                        ss0 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 0]) * k[x];
                        ss1 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 1]) * k[x];
                        ss2 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 2]) * k[x];
                    }
                    v = MAKE_UINT32(clip8(ss0), clip8(ss1), clip8(ss2), 0);
                    memcpy(imOut->image[yy] + xx * sizeof(v), &v, sizeof(v));
                }
            }
        } else {
            for (yy = 0; yy < imOut->ysize; yy++) {
                for (xx = 0; xx < imOut->xsize; xx++) {
                    UINT32 v;
                    xmin = bounds[xx * 2 + 0];
                    xmax = bounds[xx * 2 + 1];
                    k = &kk[xx * ksize];
                    ss0 = ss1 = ss2 = ss3 = 1 << (PRECISION_BITS -1);
                    for (x = 0; x < xmax; x++) {
                        ss0 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 0]) * k[x];
                        ss1 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 1]) * k[x];
                        ss2 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 2]) * k[x];
                        ss3 += ((UINT8) imIn->image[yy + offset][(x + xmin)*4 + 3]) * k[x];
                    }
                    v = MAKE_UINT32(clip8(ss0), clip8(ss1), clip8(ss2), clip8(ss3));
                    memcpy(imOut->image[yy] + xx * sizeof(v), &v, sizeof(v));
                }
            }
        }
    }
    ImagingSectionLeave(&cookie);
}


void
ImagingResampleVertical_8bpc(Imaging imOut, Imaging imIn, int offset,
                             int ksize, int *bounds, double *prekk)
{
    ImagingSectionCookie cookie;
    int ss0, ss1, ss2, ss3;
    int xx, yy, y, ymin, ymax;
    INT32 *k, *kk;

    // use the same buffer for normalized coefficients
    kk = (INT32 *) prekk;
    normalize_coeffs_8bpc(imOut->ysize, ksize, prekk);

    ImagingSectionEnter(&cookie);
    if (imIn->image8) {
        for (yy = 0; yy < imOut->ysize; yy++) {
            k = &kk[yy * ksize];
            ymin = bounds[yy * 2 + 0];
            ymax = bounds[yy * 2 + 1];
            for (xx = 0; xx < imOut->xsize; xx++) {
                ss0 = 1 << (PRECISION_BITS -1);
                for (y = 0; y < ymax; y++)
                    ss0 += ((UINT8) imIn->image8[y + ymin][xx]) * k[y];
                imOut->image8[yy][xx] = clip8(ss0);
            }
        }
    } else if (imIn->type == IMAGING_TYPE_UINT8) {
        if (imIn->bands == 2) {
            for (yy = 0; yy < imOut->ysize; yy++) {
                k = &kk[yy * ksize];
                ymin = bounds[yy * 2 + 0];
                ymax = bounds[yy * 2 + 1];
                for (xx = 0; xx < imOut->xsize; xx++) {
                    UINT32 v;
                    ss0 = ss3 = 1 << (PRECISION_BITS -1);
                    for (y = 0; y < ymax; y++) {
                        ss0 += ((UINT8) imIn->image[y + ymin][xx*4 + 0]) * k[y];
                        ss3 += ((UINT8) imIn->image[y + ymin][xx*4 + 3]) * k[y];
                    }
                    v = MAKE_UINT32(clip8(ss0), 0, 0, clip8(ss3));
                    memcpy(imOut->image[yy] + xx * sizeof(v), &v, sizeof(v));
                }
            }
        } else if (imIn->bands == 3) {
            for (yy = 0; yy < imOut->ysize; yy++) {
                k = &kk[yy * ksize];
                ymin = bounds[yy * 2 + 0];
                ymax = bounds[yy * 2 + 1];
                for (xx = 0; xx < imOut->xsize; xx++) {
                    UINT32 v;
                    ss0 = ss1 = ss2 = 1 << (PRECISION_BITS -1);
                    for (y = 0; y < ymax; y++) {
                        ss0 += ((UINT8) imIn->image[y + ymin][xx*4 + 0]) * k[y];
                        ss1 += ((UINT8) imIn->image[y + ymin][xx*4 + 1]) * k[y];
                        ss2 += ((UINT8) imIn->image[y + ymin][xx*4 + 2]) * k[y];
                    }
                    v = MAKE_UINT32(clip8(ss0), clip8(ss1), clip8(ss2), 0);
                    memcpy(imOut->image[yy] + xx * sizeof(v), &v, sizeof(v));
                }
            }
        } else {
            for (yy = 0; yy < imOut->ysize; yy++) {
                k = &kk[yy * ksize];
                ymin = bounds[yy * 2 + 0];
                ymax = bounds[yy * 2 + 1];
                for (xx = 0; xx < imOut->xsize; xx++) {
                    UINT32 v;
                    ss0 = ss1 = ss2 = ss3 = 1 << (PRECISION_BITS -1);
                    for (y = 0; y < ymax; y++) {
                        ss0 += ((UINT8) imIn->image[y + ymin][xx*4 + 0]) * k[y];
                        ss1 += ((UINT8) imIn->image[y + ymin][xx*4 + 1]) * k[y];
                        ss2 += ((UINT8) imIn->image[y + ymin][xx*4 + 2]) * k[y];
                        ss3 += ((UINT8) imIn->image[y + ymin][xx*4 + 3]) * k[y];
                    }
                    v = MAKE_UINT32(clip8(ss0), clip8(ss1), clip8(ss2), clip8(ss3));
                    memcpy(imOut->image[yy] + xx * sizeof(v), &v, sizeof(v));
                }
            }
        }
    }
    ImagingSectionLeave(&cookie);
}


void
ImagingResampleHorizontal_32bpc(Imaging imOut, Imaging imIn, int offset,
                                int ksize, int *bounds, double *kk)
{
    ImagingSectionCookie cookie;
    double ss;
    int xx, yy, x, xmin, xmax;
    double *k;

    ImagingSectionEnter(&cookie);
    switch(imIn->type) {
        case IMAGING_TYPE_INT32:
            for (yy = 0; yy < imOut->ysize; yy++) {
                for (xx = 0; xx < imOut->xsize; xx++) {
                    xmin = bounds[xx * 2 + 0];
                    xmax = bounds[xx * 2 + 1];
                    k = &kk[xx * ksize];
                    ss = 0.0;
                    for (x = 0; x < xmax; x++)
                        ss += IMAGING_PIXEL_I(imIn, x + xmin, yy + offset) * k[x];
                    IMAGING_PIXEL_I(imOut, xx, yy) = ROUND_UP(ss);
                }
            }
            break;

        case IMAGING_TYPE_FLOAT32:
            for (yy = 0; yy < imOut->ysize; yy++) {
                for (xx = 0; xx < imOut->xsize; xx++) {
                    xmin = bounds[xx * 2 + 0];
                    xmax = bounds[xx * 2 + 1];
                    k = &kk[xx * ksize];
                    ss = 0.0;
                    for (x = 0; x < xmax; x++)
                        ss += IMAGING_PIXEL_F(imIn, x + xmin, yy + offset) * k[x];
                    IMAGING_PIXEL_F(imOut, xx, yy) = ss;
                }
            }
            break;
    }
    ImagingSectionLeave(&cookie);
}


void
ImagingResampleVertical_32bpc(Imaging imOut, Imaging imIn, int offset,
                              int ksize, int *bounds, double *kk)
{
    ImagingSectionCookie cookie;
    double ss;
    int xx, yy, y, ymin, ymax;
    double *k;

    ImagingSectionEnter(&cookie);
    switch(imIn->type) {
        case IMAGING_TYPE_INT32:
            for (yy = 0; yy < imOut->ysize; yy++) {
                ymin = bounds[yy * 2 + 0];
                ymax = bounds[yy * 2 + 1];
                k = &kk[yy * ksize];
                for (xx = 0; xx < imOut->xsize; xx++) {
                    ss = 0.0;
                    for (y = 0; y < ymax; y++)
                        ss += IMAGING_PIXEL_I(imIn, xx, y + ymin) * k[y];
                    IMAGING_PIXEL_I(imOut, xx, yy) = ROUND_UP(ss);
                }
            }
            break;

        case IMAGING_TYPE_FLOAT32:
            for (yy = 0; yy < imOut->ysize; yy++) {
                ymin = bounds[yy * 2 + 0];
                ymax = bounds[yy * 2 + 1];
                k = &kk[yy * ksize];
                for (xx = 0; xx < imOut->xsize; xx++) {
                    ss = 0.0;
                    for (y = 0; y < ymax; y++)
                        ss += IMAGING_PIXEL_F(imIn, xx, y + ymin) * k[y];
                    IMAGING_PIXEL_F(imOut, xx, yy) = ss;
                }
            }
            break;
    }
    ImagingSectionLeave(&cookie);
}


typedef void (*ResampleFunction)(Imaging imOut, Imaging imIn, int offset,
                                 int ksize, int *bounds, double *kk);


Imaging
ImagingResampleInner(Imaging imIn, int xsize, int ysize,
                     struct filter *filterp, float box[4],
                     ResampleFunction ResampleHorizontal,
                     ResampleFunction ResampleVertical);


Imaging
ImagingResample(Imaging imIn, int xsize, int ysize, int filter, float box[4])
{
    struct filter *filterp;
    ResampleFunction ResampleHorizontal;
    ResampleFunction ResampleVertical;

    if (strcmp(imIn->mode, "P") == 0 || strcmp(imIn->mode, "1") == 0)
        return (Imaging) ImagingError_ModeError();

    if (imIn->type == IMAGING_TYPE_SPECIAL) {
        return (Imaging) ImagingError_ModeError();
    } else if (imIn->image8) {
        ResampleHorizontal = ImagingResampleHorizontal_8bpc;
        ResampleVertical = ImagingResampleVertical_8bpc;
    } else {
        switch(imIn->type) {
            case IMAGING_TYPE_UINT8:
                ResampleHorizontal = ImagingResampleHorizontal_8bpc;
                ResampleVertical = ImagingResampleVertical_8bpc;
                break;
            case IMAGING_TYPE_INT32:
            case IMAGING_TYPE_FLOAT32:
                ResampleHorizontal = ImagingResampleHorizontal_32bpc;
                ResampleVertical = ImagingResampleVertical_32bpc;
                break;
            default:
                return (Imaging) ImagingError_ModeError();
        }
    }

    /* check filter */
    switch (filter) {
    case IMAGING_TRANSFORM_BOX:
        filterp = &BOX;
        break;
    case IMAGING_TRANSFORM_BILINEAR:
        filterp = &BILINEAR;
        break;
    case IMAGING_TRANSFORM_HAMMING:
        filterp = &HAMMING;
        break;
    case IMAGING_TRANSFORM_BICUBIC:
        filterp = &BICUBIC;
        break;
    case IMAGING_TRANSFORM_LANCZOS:
        filterp = &LANCZOS;
        break;
    default:
        return (Imaging) ImagingError_ValueError(
            "unsupported resampling filter"
            );
    }

    return ImagingResampleInner(imIn, xsize, ysize, filterp, box,
                                ResampleHorizontal, ResampleVertical);
}


Imaging
ImagingResampleInner(Imaging imIn, int xsize, int ysize,
                     struct filter *filterp, float box[4],
                     ResampleFunction ResampleHorizontal,
                     ResampleFunction ResampleVertical)
{
    Imaging imTemp = NULL;
    Imaging imOut = NULL;

    int i, need_horizontal, need_vertical;
    int ybox_first, ybox_last;
    int ksize_horiz, ksize_vert;
    int *bounds_horiz, *bounds_vert;
    double *kk_horiz, *kk_vert;

    need_horizontal = xsize != imIn->xsize || box[0] || box[2] != xsize;
    need_vertical = ysize != imIn->ysize || box[1] || box[3] != ysize;

    ksize_horiz = precompute_coeffs(imIn->xsize, box[0], box[2], xsize,
                                    filterp, &bounds_horiz, &kk_horiz);
    if ( ! ksize_horiz) {
        return NULL;
    }

    ksize_vert = precompute_coeffs(imIn->ysize, box[1], box[3], ysize,
                                   filterp, &bounds_vert, &kk_vert);
    if ( ! ksize_vert) {
        free(bounds_horiz);
        free(kk_horiz);
        return NULL;
    }

    // First used row in the source image
    ybox_first = bounds_vert[0];
    // Last used row in the source image
    ybox_last = bounds_vert[ysize*2 - 2] + bounds_vert[ysize*2 - 1];


    /* two-pass resize, horizontal pass */
    if (need_horizontal) {
        // Shift bounds for vertical pass
        for (i = 0; i < ysize; i++) {
            bounds_vert[i * 2] -= ybox_first;
        }

        imTemp = ImagingNewDirty(imIn->mode, xsize, ybox_last - ybox_first);
        if (imTemp) {
            ResampleHorizontal(imTemp, imIn, ybox_first,
                               ksize_horiz, bounds_horiz, kk_horiz);
        }
        free(bounds_horiz);
        free(kk_horiz);
        if ( ! imTemp) {
            free(bounds_vert);
            free(kk_vert);
            return NULL;
        }
        imOut = imIn = imTemp;
    } else {
        // Free in any case
        free(bounds_horiz);
        free(kk_horiz);
    }

    /* vertical pass */
    if (need_vertical) {
        imOut = ImagingNewDirty(imIn->mode, imIn->xsize, ysize);
        if (imOut) {
            /* imIn can be the original image or horizontally resampled one */
            ResampleVertical(imOut, imIn, 0,
                             ksize_vert, bounds_vert, kk_vert);
        }
        /* it's safe to call ImagingDelete with empty value
           if previous step was not performed. */
        ImagingDelete(imTemp);
        free(bounds_vert);
        free(kk_vert);
        if ( ! imOut) {
            return NULL;
        }
    } else {
        // Free in any case
        free(bounds_vert);
        free(kk_vert);
    }

    /* none of the previous steps are performed, copying */
    if ( ! imOut) {
        imOut = ImagingCopy(imIn);
    }

    return imOut;
}