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resize_fft.cpp
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resize_fft.cpp
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/*******************************************************************************
* Copyright 2017-2018 Intel Corporation
* All Rights Reserved.
*
* If this software was obtained under the Intel Simplified Software License,
* the following terms apply:
*
* The source code, information and material ("Material") contained herein is
* owned by Intel Corporation or its suppliers or licensors, and title to such
* Material remains with Intel Corporation or its suppliers or licensors. The
* Material contains proprietary information of Intel or its suppliers and
* licensors. The Material is protected by worldwide copyright laws and treaty
* provisions. No part of the Material may be used, copied, reproduced,
* modified, published, uploaded, posted, transmitted, distributed or disclosed
* in any way without Intel's prior express written permission. No license under
* any patent, copyright or other intellectual property rights in the Material
* is granted to or conferred upon you, either expressly, by implication,
* inducement, estoppel or otherwise. Any license under such intellectual
* property rights must be express and approved by Intel in writing.
*
* Unless otherwise agreed by Intel in writing, you may not remove or alter this
* notice or any other notice embedded in Materials by Intel or Intel's
* suppliers or licensors in any way.
*
*
* If this software was obtained under the Apache License, Version 2.0 (the
* "License"), the following terms apply:
*
* You may not use this file except in compliance with the License. You may
* obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
*
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
*
* See the License for the specific language governing permissions and
* limitations under the License.
*******************************************************************************/
#include "opencv2/highgui/highgui.hpp"
#include <ippi.h>
#include <ipps.h>
#include <mkl.h>
using namespace cv;
using namespace std;
void resize(const uchar* img_src, int src_height, int src_width, uchar* img_dst, int dst_height, int dst_width)
{
// ippSetCpuFeatures(cpuFeatures);
// ippSetNumThreads(numThr);
IppiSize ssize = {src_width, src_height};
IppiRect srect = {0, 0, src_width, src_height};
IppiSize dsize = {dst_width, dst_height};
IppiRect drect = {0, 0, dst_width, dst_height};
int specSize = 0;
int initBufSize = 0;
ippiResizeGetSize_8u(ssize, dsize, ippLinear, 0, &specSize, &initBufSize);
IppiResizeSpec_32f* pSpec = (IppiResizeSpec_32f*)ippsMalloc_8u(specSize);
ippiResizeLinearInit_8u(ssize, dsize, pSpec);
int bufSize = 0;
ippiResizeGetBufferSize_8u(pSpec, dsize, 3, &bufSize);
Ipp8u* pBuffer = ippsMalloc_8u(bufSize);
IppiPoint p = {0, 0};
ippiResizeLinear_8u_C1R((const Ipp8u*)img_src, src_width, (Ipp8u*)img_dst, dst_width, p, dsize, ippBorderRepl, 0, pSpec, pBuffer);
ippsFree(pSpec);
ippsFree(pBuffer);
}
void fft(const uchar* img_data, int height, int width, uchar* img_fft_data)
{
/* Init tmp resourses */
double *x_real = (double*)mkl_malloc(width*height*sizeof(double), 64);
double *x_fft = (double*)mkl_malloc(width*height*sizeof(double), 64);
MKL_Complex16 *x_out = (MKL_Complex16*)mkl_malloc((width/2+1)*height*sizeof(MKL_Complex16), 64);
/* Configure FFT handler */
DFTI_DESCRIPTOR_HANDLE hand = 0;
MKL_LONG N[2];
N[0] = height;
N[1] = width;
DftiCreateDescriptor(&hand, DFTI_DOUBLE, DFTI_REAL, 2, N);
DftiSetValue(hand, DFTI_PLACEMENT, DFTI_NOT_INPLACE);
DftiSetValue(hand, DFTI_CONJUGATE_EVEN_STORAGE, DFTI_COMPLEX_COMPLEX);
MKL_LONG rs[3];
rs[0] = 0;
rs[1] = width;
rs[2] = 1;
MKL_LONG cs[3];
cs[0] = 0;
cs[1] = width/2+1;
cs[2] = 1;
DftiSetValue(hand, DFTI_INPUT_STRIDES, rs);
DftiSetValue(hand, DFTI_OUTPUT_STRIDES, cs);
DftiSetValue(hand, DFTI_FORWARD_SCALE, (double)1.0/(width*height));
DftiCommitDescriptor(hand);
/* Load image data from 8U to double array */
for (int i = 0; i < height; ++i)
{
for (int j = 0; j < width; ++j)
x_real[i*width+j] = pow(-1, i + j) * (double)img_data[i*width+j];
}
/* Perform FFT calculation */
DftiComputeForward(hand, x_real, x_out);
/* Extend compressed FFT results into full matrix */
double min = numeric_limits<double>::max();
double max = 0;
for (int j = 0; j < width; j++)
{
for (int i = 0; i < height; i++)
{
MKL_Complex16 val;
if(j < width/2+1)
{
val.real = x_out[i*(width/2+1)+j].real;
val.imag = x_out[i*(width/2+1)+j].imag;
double amp = log(sqrt(val.real*val.real+val.imag*val.imag));
x_fft[i*width+j] = amp;
if(amp < min)
min = amp;
if(amp > max)
max = amp;
}
else
{
if(i == 0)
x_fft[j] = x_fft[width-j];
else
x_fft[i*width+j] = x_fft[(height-i)*width+width-j];
}
}
}
/* Normalize FFT results for visualization */
for (int i = 0; i < height*width; i++)
img_fft_data[i] = 255.0 * (x_fft[i] - min) / (double)(max-min);
/* Release tmp resources */
mkl_free(x_out);
mkl_free(x_fft);
mkl_free(x_real);
}
int main(int argc, char** argv)
{
Mat img = imread("testimg.jpg", IMREAD_GRAYSCALE);
if(img.empty())
{
printf("Error loading image\n");
exit(1);
}
int factor = 2;
int width_dst = img.cols / factor;
int height_dst = img.rows / factor;
Mat img_resize = Mat::zeros(height_dst, width_dst, CV_8UC1);
Mat img_fft = Mat::zeros(img_resize.rows, img_resize.cols, CV_8UC1);
resize(img.data, img.rows, img.cols, img_resize.data, img_resize.rows, img_resize.cols);
fft(img_resize.data, img_resize.rows, img_resize.cols, img_fft.data);
imshow("img", img);
imshow("resize", img_resize);
imshow("fft", img_fft);
waitKey(0);
return 0;
}