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wavelet2.c
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/*
=========================================================================
2-dimensional Daubechies D4 and Haar wavelet transforms on (2^l) x (2^l)
sized arrays of 3-tuples, where l > 1. Array boundaries are extended as
periodic, which does not require padding coefficients.
Compile with -DWAVELET_TEST_2D to build standalone unit tests.
Roland Schregle (roland.schregle@{hslu.ch, gmail.com})
(c) Lucerne University of Applied Sciences and Arts,
supported by the Swiss National Science Foundation
(SNSF #179067, "Light Fields for Spatio-Temporal Glare Assessment")
=========================================================================
$Id$
*/
#include "wavelet2.h"
#include <math.h>
#include <string.h>
#include <stdlib.h>
#include <stdio.h>
/* The following defs are const, but strict compilers pretend to be dumber
than they are, and refuse to init from a func (in this case sqrt(2)
and sqrt(3)), or other consts */
/* Haar wavelet coeffs */
const WAVELET_COEFF h2 = 1 / SQRT2;
/* Daubechies D4 wavelet coeffs */
const WAVELET_COEFF h4 [4] = {
H4NORM * (1 + SQRT3), H4NORM * (3 + SQRT3),
H4NORM * (3 - SQRT3), H4NORM * (1 - SQRT3)
};
const WAVELET_COEFF g4 [4] = {
H4NORM * (1 - SQRT3), -H4NORM * (3 - SQRT3),
H4NORM * (3 + SQRT3), -H4NORM * (1 + SQRT3)
};
/* g4 [4] = { h4 [3], -h4 [2], h4 [1], -h4 [0] }; */
WaveletMatrix2 allocWaveletMatrix2 (unsigned len)
/*
Allocate and return a 2D coefficient array of size (len x len). Returns
NULL if allocation failed.
*/
{
unsigned i;
WaveletMatrix2 y = NULL;
if (len >= 2) {
if (!(y = calloc(len, sizeof(WaveletCoeff3*))))
return NULL;
for (i = 0; i < len; i++)
if (!(y [i] = calloc(len, WAVELET_COEFFSIZE)))
return NULL;
}
return y;
}
void freeWaveletMatrix2 (WaveletMatrix2 y, unsigned len)
/*
Free previously allocated 2D coefficient array y of size (len x len)
*/
{
unsigned i, j;
if (y) {
for (i = 0; i < len; i++)
free(y [i]);
free(y);
}
}
#ifdef WAVELET_DBG
void zeroCoeffs2 (WaveletMatrix2 y, unsigned len)
/* Zero 2D output array to facilitate debugging */
{
unsigned i;
for (i = 0; i < len; i++)
memset(y [i], 0, len * WAVELET_COEFFSIZE);
}
void dumpCoeffs2 (const WaveletMatrix2 y1, const WaveletMatrix2 y2,
unsigned y1Len, unsigned y2Len, float thresh
)
/*
Multipurpose routine to dump 2D arrays y1 and y2 of dims y1Len resp
y2Len to stdout. These are presented side-by-side, separated by an
arrow to indicate the input (y1) and output (y2) of a transform step.
If either y1 or y2 is NULL, it will be omitted from the output,
enabling dumping a single array.
If thresh > 0, coefficients with absolute magnitude below this value
are marked with brackets ('[]') as thresholded.
*/
{
unsigned i, j, k;
for (i = 0; i < max(y1Len, y2Len); i++) {
if (y1) {
for (j = 0; j < y1Len; j++)
if (i < y1Len)
printf((i | j) && coeffThresh(y1 [i][j], thresh)
? "[% 5.2f]\t" : " % 5.2f\t", coeffAvg(y1 [i][j])
);
else putchar('\t');
}
if (y2) {
printf(" -->\t");
for (j = 0; j < y2Len; j++)
if (i < y2Len)
printf((i | j) && coeffThresh(y2 [i][j], thresh)
? "[% 5.2f]\t" : " % 5.2f\t", coeffAvg(y2 [i][j])
);
else putchar('\t');
}
putchar('\n');
}
}
float rmseCoeffs2 (const WaveletMatrix2 y1, const WaveletMatrix2 y2,
unsigned len
)
/* Calculate RMSE between 2D matrices y1 and y2 */
{
unsigned i, j;
float d, rmse = 0;
for (i = 0; i < len; i++)
for (j = 0; j < len; j++) {
#if 0
d = (coeffAvg(y1 [i][j]) - coeffAvg(y2 [i][j])) /
coeffAvg(y1 [i][j]);
#else
d = coeffAvg(y1 [i][j]) - coeffAvg(y2 [i][j]);
#endif
rmse += d * d;
}
return sqrt(rmse / ((float)len * len));
}
#endif
static int haarStep2 (WaveletMatrix2 y, WaveletMatrix2 yt, unsigned l)
/*
Single step of forward 2D Haar wavelet transform on array y of size (2^l)
x (2^l) containing 3-tuples, where l >= 1. The transform is performed
over y's 2nd axis (i.e. horizontally, assuming row-major addressing as
per C convention).
Note the triplets per array element are _not_ decorrelated, but
transformed independently.
The wavelet coefficients are returned in the *TRANSPOSED* output array
yt, of identical dimensions to y. The transpose arranges the generated
coefficients vertically, and prepares the array for another transform
over its 2nd axis in a subsequent call (this time as input y).
The result of a subsequent transform restores yt to y's original
orientation, in which case both horizontal and vertical axes have been
decorrelated.
Returns 0 on success, else -1.
*/
{
const unsigned len = 1 << l, hlen = 1 << (l - 1);
unsigned h, i, j, k;
#ifdef WAVELET_DBG
static unsigned axis = 0;
#endif
if (len < 2 || !y || !yt)
/* Input shorter than wavelet support, or no input/output */
return -1;
#ifdef WAVELET_DBG
zeroCoeffs2(yt, len);
#endif
/* NOTE: yt is transposed on the fly such that the next function call
* transforms over the alternate axis. This is done by simply swapping
* the indices during assignment */
for (i = 0; i < len; i++) {
for (j = 0; j < len; j += 2) {
h = j >> 1;
for (k = 0; k < 3; k++) {
/* Smooth/approx/avg/lowpass */
yt [h ] [i] [k] = h2 * (
y [i] [j ] [k] +
y [i] [j + 1] [k]
);
/* Detail/diff/highpass */
yt [hlen + h] [i] [k] = h2 * (
y [i] [j ] [k] -
y [i] [j + 1] [k]
);
}
}
}
#ifdef WAVELET_DBG
printf("%s FWD HAAR (%d x %d)\n", axis ? "VERT" : "HORIZ", len, len);
dumpCoeffs2(y, yt, len, len, 0);
putchar('\n');
axis ^= 1;
#endif
return 0;
}
static int haarInvStep2 (WaveletMatrix2 y, WaveletMatrix2 yt, unsigned l)
/*
Single step of inverse 2D Haar wavelet transform on coefficient array y
of size (2^l) x (2^l) containing 3-tuples, where l >= 1. This reverses
the forward transform above. The transform is inverted over y's 2nd axis
(i.e. horizontally, assuming row-major addressing as per C convention).
The inverted coefficients are returned in the *TRANSPOSED* output array
yt, of identical dimensions to y. The transpose arranges the inverted
coefficients vertically, and prepares the array for another inverse
transform over its 2nd axis in a subsequent call (this time as input y).
The result of a subsequent inverse transform restores yt to y's original
orientation, in which case both horizontal and vertical axes have been
inversely transformed.
Returns 0 on success, else -1.
*/
{
const unsigned len = 1 << l, hlen = 1 << (l - 1);
unsigned h, i, j, k;
#ifdef WAVELET_DBG
static unsigned axis = 1;
#endif
if (len < 2 || !y || !yt)
/* Too few coeffs for reconstruction, or no input/output */
return -1;
#ifdef WAVELET_DBG
zeroCoeffs2(yt, len);
#endif
/* NOTE: i, j are swapped relative to the forward transform, as axis
* order is now reversed. */
/* NOTE: yt is transposed on the fly such that the next function call
* inverts over the alternate axis. This is done by simply swapping
* the indices during assignment */
for (i = 0; i < len; i++) {
for (j = 0; j < len; j += 2) {
h = j >> 1;
for (k = 0; k < 3; k++) {
yt [i] [j ] [k] = h2 * (
y [h ] [i] [k] + /* Avg */
y [hlen + h] [i] [k] /* Diff */
);
yt [i] [j + 1] [k] = h2 * (
y [h ] [i] [k] - /* Avg */
y [hlen + h] [i] [k] /* Diff */
);
}
}
}
#ifdef WAVELET_DBG
printf("%s INV HAAR (%d x %d)\n", axis ? "VERT" : "HORIZ", len, len);
dumpCoeffs2(y, yt, len, len, 0);
putchar('\n');
axis ^= 1;
#endif
return 0;
}
static int d4Step2 (WaveletMatrix2 y, WaveletMatrix2 yt, unsigned l)
/*
Single step of forward 2D Daubechies D4 wavelet transform on array y of
size (2^l) x (2^l) containing 3-tuples, where l >= 2. The transform is
performed over y's 2nd axis (i.e. horizontally, assuming row-major
addressing as per C convention).
Note the triplets per array element are _not_ decorrelated, but
transformed independently.
The wavelet coefficients are returned in the *TRANSPOSED* output array
yt, of identical dimensions to y. The transpose arranges the generated
coefficients vertically, and prepares the array for another transform
over its 2nd axis in a subsequent call (this time as input y).
The result of a subsequent transform restores yt to y's original
orientation, in which case both horizontal and vertical axes have been
decorrelated.
Returns 0 on success, else -1.
*/
{
const unsigned len = 1 << l, hlen = 1 << (l - 1);
unsigned h, i, j, k;
#ifdef WAVELET_DBG
static unsigned axis = 0;
#endif
if (len < 4 || !y || !yt)
/* Input shorter than wavelet support, or no input/output */
return -1;
#ifdef WAVELET_DBG
zeroCoeffs2(yt, len);
#endif
/* NOTE: yt is transposed on the fly such that the next function call
* transforms over the alternate axis. This is done by simply swapping
* the indices during assignment */
for (i = 0; i < len; i++) {
/* Transform until upper boundary */
for (j = 0; j < len - 2; j += 2) {
h = j >> 1;
for (k = 0; k < 3; k++) {
/* Smooth/approx/avg/lowpass */
yt [h ] [i] [k] =
h4 [0] * y [i] [j ] [k] +
h4 [1] * y [i] [j + 1] [k] +
h4 [2] * y [i] [j + 2] [k] +
h4 [3] * y [i] [j + 3] [k];
/* Detail/diff/highpass */
yt [hlen + h] [i] [k] =
g4 [0] * y [i] [j ] [k] +
g4 [1] * y [i] [j + 1] [k] +
g4 [2] * y [i] [j + 2] [k] +
g4 [3] * y [i] [j + 3] [k];
}
}
/* Transform at upper boundary with wraparound.
Note j is set to last index from previous loop */
h = j >> 1;
for (k = 0; k < 3; k++) {
/* Smooth/approx/avg/lowpass */
yt [h ] [i] [k] =
h4 [0] * y [i] [j ] [k] +
h4 [1] * y [i] [j + 1] [k] +
h4 [2] * y [i] [0 ] [k] +
h4 [3] * y [i] [1 ] [k];
/* Detail/diff/highpass */
yt [hlen + h] [i] [k] =
g4 [0] * y [i] [j ] [k] +
g4 [1] * y [i] [j + 1] [k] +
g4 [2] * y [i] [0 ] [k] +
g4 [3] * y [i] [1 ] [k];
}
}
#ifdef WAVELET_DBG
printf("%s FWD D4 (%d x %d)\n", axis ? "VERT" : "HORIZ", len, len);
dumpCoeffs2(y, yt, len, len, 0);
putchar('\n');
axis ^= 1;
#endif
return 0;
}
static int d4InvStep2 (WaveletMatrix2 y, WaveletMatrix2 yt, unsigned l)
/*
Single step of inverse 2D Daubechies D4 wavelet transform on coefficient
array y of size (2^l) x (2^l) containing 3-tuples, where l >= 2. This
reverses the forward transform above. The transform is inverted over y's
2nd axis (i.e. horizontally, assuming row-major addressing as per C
convention).
The inverted coefficients are returned in the *TRANSPOSED* output array
yt, of identical dimensions to y. The transpose arranges the inverted
coefficients vertically, and prepares the array for another inverse
transform over its 2nd axis in a subsequent call (this time as input y).
The result of a subsequent inverse transform restores yt to y's original
orientation, in which case both horizontal and vertical axes have been
inversely transformed.
Returns 0 on success, else -1.
*/
{
const unsigned len = 1 << l, hlen = 1 << (l - 1);
unsigned h, i, j, k;
#ifdef WAVELET_DBG
static unsigned axis = 1;
#endif
if (len < 4 || !y || !yt)
/* Too few coeffs for reconstruction, or no input/output */
return -1;
#ifdef WAVELET_DBG
zeroCoeffs2(yt, len);
#endif
/* NOTE: i, j are swapped relative to the forward transform, as axis
* order is now reversed. */
/* NOTE: yt is transposed on the fly such that the next function call
* inverts over the alternate axis. This is done by simply swapping
* the indices during assignment */
for (i = 0; i < len; i++) {
/* Invert at lower boundary with wraparound */
for (k = 0; k < 3; k++) {
yt [i] [0] [k] =
h4 [2] * y [hlen - 1] [i] [k] + /* Last avg */
g4 [2] * y [len - 1] [i] [k] + /* Last diff */
h4 [0] * y [0 ] [i] [k] + /* First avg */
g4 [0] * y [hlen ] [i] [k]; /* First diff */
yt [i] [1] [k] =
h4 [3] * y [hlen - 1] [i] [k] +
g4 [3] * y [len - 1] [i] [k] +
h4 [1] * y [0 ] [i] [k] +
g4 [1] * y [hlen ] [i] [k];
}
/* Invert until upper boundary */
for (j = 2; j < len; j += 2) {
h = (j >> 1) - 1;
for (k = 0; k < 3; k++) {
yt [i] [j ] [k] =
h4 [2] * y [h ] [i] [k] + /* Avg */
g4 [2] * y [hlen + h ] [i] [k] + /* Diff */
h4 [0] * y [h + 1 ] [i] [k] + /* Next avg */
g4 [0] * y [hlen + h + 1] [i] [k]; /* Next diff */
yt [i] [j + 1] [k] =
h4 [3] * y [h ] [i] [k] +
g4 [3] * y [hlen + h ] [i] [k] +
h4 [1] * y [h + 1 ] [i] [k] +
g4 [1] * y [hlen + h + 1] [i] [k];
}
}
}
#ifdef WAVELET_DBG
printf("%s INV D4 (%d x %d)\n", axis ? "VERT" : "HORIZ", len, len);
dumpCoeffs2(y, yt, len, len, 0);
putchar('\n');
axis ^= 1;
#endif
return 0;
}
int waveletXform2 (WaveletMatrix2 y, WaveletMatrix2 yt, unsigned l)
/*
Perform full 2D multiresolution forward wavelet transform on array y of
size (2^l) x (2^l) containing original signal as 3-tuples, where l >= 1.
Note no intra-tuple transform occurs.
The wavelet coefficients are returned in array y, containing the coarsest
approximation in y [0][0] followed by horizontal/vertical details in
order of increasing resolution/frequency.
A preallocated array yt of identical dimensions to y can be supplied as
buffer for intermediate results. If yt == NULL, a buffer is
automatically allocated and freed on demand, but this is inefficient for
frequent calls. It is recommended to preallocate yt to the maximum
expected size. The dimensions of yt are not checked; this is the
caller's responsibility.
Returns 0 on success, else -1.
*/
{
const unsigned len = 1 << l;
unsigned li;
WaveletMatrix2 ytloc = NULL;
/* Skip transform if input too short or missing */
if (l < 1 || !y)
return -1;
if (!yt)
/* No buffer supplied; allocate one on demand */
if (!(yt = ytloc = allocWaveletMatrix2(len))) {
fprintf(stderr, "ERROR - Failed allocating %dx%d buffer array"
" in WaveletXform2()", len, len);
return -1;
}
for (li = l; li > 1; li--) {
/* Apply horizontal & vertical Daubechies D4 transform, swapping input
and transposed output array */
if (d4Step2(y, yt, li) || d4Step2(yt, y, li))
return -1;
}
/* Apply horizontal & vertical Haar transform at coarsest resolution
(li==1) to obtain single approximation coefficient at y [0][0]; all
other coeffs are details. */
if (haarStep2(y, yt, li) || haarStep2(yt, y, li))
return -1;
/* NOTE: All coefficients now in y */
if (ytloc)
/* Free yt if allocated on demand */
freeWaveletMatrix2(ytloc, len);
return 0;
}
int waveletInvXform2 (WaveletMatrix2 y, WaveletMatrix2 yt, unsigned l)
/*
Perform full 2D multiresolution inverse wavelet transform on array y of
size (2^l) x (2^l) containing wavelet coefficients as 3-tuples, where
l >= 1. Note no intra-tuple transform occurs.
A preallocated array yt of identical dimensions to y can be supplied as
buffer for intermediate results. If yt == NULL, a buffer is
automatically allocated and freed on demand, but this is inefficient for
frequent calls. It is recommended to preallocate yt to the maximum
expected size. The dimensions of yt are not checked; this is the
caller's responsibility.
The reconstructed signal is returned in array y.
Returns 0 on success, else -1.
*/
{
const unsigned len = 1 << l;
unsigned li;
WaveletMatrix2 ytloc = NULL;
/* Skip inverse transform if input too short or missing */
if (l < 1 || !y)
return -1;
if (!yt)
/* No buffer supplied; allocate one on demand */
if (!(yt = ytloc = allocWaveletMatrix2(len))) {
fprintf(stderr, "ERROR - Failed allocating %dx%d buffer array"
" in WaveletInvXform2()", len, len);
return -1;
}
/* Invert horizontal & vertical Haar transform at coarsest level (li==1),
swapping input and transposed output array */
if (haarInvStep2(y, yt, 1) || haarInvStep2(yt, y, 1))
return -1;
for (li = 2; li <= l; li++) {
/* Invert horizontal & vertical Daubechies D4 transform, swapping
input and transposed output arrays */
if (d4InvStep2(y, yt, li) || d4InvStep2(yt, y, li))
return -1;
}
/* NOTE: Reconstructed signal now in y */
if (ytloc)
/* Free yt if allocated on demand */
freeWaveletMatrix2(ytloc, len);
return 0;
}
#ifdef WAVELET_TEST_2D
#include <stdio.h>
#ifdef WAVELET_TEST_mRGBE
#include "mrgbe.h"
#endif
#define WAVELET_TEST_INIT 0
int main (int argc, char *argv [])
{
int i, j, k, l;
unsigned len, numThresh = 0;
WaveletMatrix2 y0 = NULL, y = NULL;
FILE *dataFile = NULL;
WAVELET_COEFF inData, thresh = 0;
#ifdef WAVELET_TEST_mRGBE
#define HUGE 1e10
mRGBE mrgbeCoeff;
mRGBERange mrgbeRange;
WaveletMatrix2 ymrgbe = NULL;
#endif
if (argc < 2) {
fprintf(stderr, "%s <l> [threshold] [dataFile]\n", argv [0]);
fputs("Missing array resolution l > 1, "
"compression threshold >= 0\n", stderr
);
return -1;
}
if (!(l = atoi(argv [1])) || l < 1) {
fputs("Invalid array resolution l\n", stderr);
return -1;
}
else len = 1 << l;
if (argc > 2 && (thresh = atof(argv [2])) < 0) {
fprintf(stderr, "Invalid threshold %.3f\n", thresh);
return -1;
}
/* Allocate arrays for original and reconstruction */
if (!(y0 = allocWaveletMatrix2(len)) ||
!(y = allocWaveletMatrix2(len))
#ifdef WAVELET_TEST_mRGBE
|| !(ymrgbe = allocWaveletMatrix2(len))
#endif
) {
fprintf(stderr, "Failed allocating %dx%d array\n", len, len);
return -1;
}
if (argc > 3) {
/* Load data from file; length must not exceed allocated */
if (!(dataFile = fopen(argv [3], "r"))) {
fprintf(stderr, "Failed opening data file %s\n", argv [3]);
return -1;
}
for (i = 0; i < len; i++) {
for (j = 0; j < len; j++) {
if (feof(dataFile)) {
fprintf(stderr,
"Premature end of file reading data from %s\n",
argv [2]
);
fclose(dataFile);
return -1;
}
/* Read next float, skipping any leading whitespace */
if (fscanf(dataFile, " %lf", &inData)) {
y0 [i][j][0] = y0 [i][j][1] = y0 [i][j][2] =
y [i][j][0] = y [i][j][1] = y [i][j][2] = inData;
}
else {
fprintf(stderr,
"Error reading from data file %s\n", argv [2]
);
fclose(dataFile);
return -1;
}
}
}
fclose(dataFile);
}
else {
/* Init input */
srand48(111);
for (i = 0; i < len; i++) {
for (j = 0; j < len; j++) {
for (k = 0; k < 3; k++) {
y0 [i][j][k] = y [i][j][k] =
#if WAVELET_TEST_INIT == 0
/* Random data, channel-independent */
drand48();
#elif WAVELET_TEST_INIT == 1
/* Random data, indentical for all channels */
k ? y [i][j][k - 1] : drand48();
#elif WAVELET_TEST_INIT == 2
/* Monotonically increasing along axis 0 */
i;
#elif WAVELET_TEST_INIT == 3
/* Monotonically increasing along axis 1 */
j;
#elif WAVELET_TEST_INIT == 4
/* Monotonically increasing along both axes */
i * j;
#elif WAVELET_TEST_INIT == 5
/* Monotonically increasing by linear index */
i * len + j;
#endif
}
}
}
}
#ifdef WAVELET_DBG
puts("----------------------- FWD XFORM -------------------------\n");
#endif
/* Forward xform */
if (waveletXform2(y, NULL, l)) {
fputs("Forward xform failed\n", stderr);
return -1;
}
/* Threshold coefficients; we use hard thresholding as it's easier to
* implement than soft thresholding, which requires sorting the
* coefficients. NOTE: y [0][0] is omitted it contains the coarsest
* approximation coefficient, which is essential for the
* reconstruction! */
for (i = 0; i < len; i++)
for (j = 0; j < len; j++) {
if ((i | j) && coeffThresh(y [i][j], thresh)) {
y [i][j][0] = y [i][j][1] = y [i][j][2] = 0;
numThresh++;
#if 0
/* Replace thresholded values with random noise in range
[-threshold, threshold] */
y [i][j][0] = y [i][j][1] = y [i][j][2] = thresh * (
2 * drand48() - 1
);
#endif
}
}
#ifdef WAVELET_DBG
/* Dump coefficients */
puts("----------------------- COEFFICIENTS -------------------------\n");
dumpCoeffs2(y, NULL, len, 0, thresh);
if (numThresh)
printf("\n%d/%d coefficients thresholded = %.1f%% compression",
numThresh, len * len, 100. * numThresh / (len * len)
);
#endif
#ifdef WAVELET_TEST_mRGBE
/* Test mRGBE coefficient encoding */
mrgbeRange.min [0] = mrgbeRange.min [1] = mrgbeRange.min [2] = HUGE;
mrgbeRange.max [0] = mrgbeRange.max [1] = mrgbeRange.max [2] = 0;
/* Find min/max coeff and init mRGBE range */
for (i = 0; i < len; i++)
for (j = 0; j < len; j++)
for (k = 0; k < 3; k++) {
inData = fabs(y [i][j][k]);
if (inData < mrgbeRange.min [k])
mrgbeRange.min [k] = inData;
if (inData > mrgbeRange.max [k])
mrgbeRange.max [k] = inData;
};
mRGBEinit(&mrgbeRange, mrgbeRange.min, mrgbeRange.max);
/* Encode coeffs to mRGBE and back, but preserve approximation
* coefficient at y [0][0] */
for (i = 0; i < len; i++)
for (j = 0; j < len; j++)
if (i | j) {
mrgbeCoeff = mRGBEencode(y [i][j], &mrgbeRange, 0);
mRGBEdecode(mrgbeCoeff, &mrgbeRange, ymrgbe [i][j]);
}
else for (k = 0; k < 3; k++)
ymrgbe [i][j][k] = y [i][j][k];
#ifdef WAVELET_DBG
/* Dump mRGBE-decoded coefficients */
puts("\n\n-------------------- mRGBE COEFFICIENTS ----------------------\n");
dumpCoeffs2(y, ymrgbe, len, len, 0);
#endif
#endif
#ifdef WAVELET_DBG
puts("\n----------------------- INV XFORM -------------------------\n");
#endif
/* Inverse xform (also using mRGBE coeffs if enabled) */
if (waveletInvXform2(y, NULL, l)
#ifdef WAVELET_TEST_mRGBE
|| waveletInvXform2(ymrgbe, NULL, l)
#endif
) {
fputs("\nInverse xform failed\n", stderr);
return -1;
}
#ifdef WAVELET_DBG
puts("\n--------------------- ORIG vs. INV XFORM ------------------------\n");
dumpCoeffs2(y0, y, len, len, 0);
#endif
printf("\nAvg RMSE = %.2f\n", rmseCoeffs2(y0, y, len));
#ifdef WAVELET_TEST_mRGBE
#ifdef WAVELET_DBG
puts("\n------------------ ORIG vs. INV XFORM + mRGBE -------------------\n");
dumpCoeffs2(y0, ymrgbe, len, len, 0);
#endif
printf("\nAvg RMSE with mRGBE enc = %.2f\n",
rmseCoeffs2(y0, ymrgbe, len)
);
#endif
freeWaveletMatrix2(y0, len);
freeWaveletMatrix2(y, len);
#ifdef WAVELET_TEST_mRGBE
freeWaveletMatrix2(ymrgbe, len);
#endif
return 0;
}
#endif /* WAVELET_TEST_2D */
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