C++ Realize discrete cosine transform ( The parameter is a two-dimensional pointer )

Write it at the front

So far, I have read quite a few papers on mesh watermarking and so on , But the progress of the paper has not been improved , This month, I'm going to select some classic papers , The algorithm is implemented . In the process of realizing the thesis , It is found that there are some algorithms in this paper . So I thought of realizing DCT . Although the code of this article is very similar to many existing codes on the Internet , There's not much difference in thinking , But there is an important improvement in this paper . specifically , Available online DCT The input of the algorithm is a fixed two-dimensional array . When a two-dimensional array is passed as a function parameter , At least you need to give the size of the second dimension , Otherwise, the compiler will report an error . But in graphics and image processing , When we want to use DCT The transformation of a figure or image into a frequency domain , Maybe I'm calling DCT Function does not know the size of the graph or image in advance , Therefore, this way of parameter transfer greatly limits the use of code . An improvement of this paper is ,DCT The argument to the function is no longer a two-dimensional array , Instead, I pass in a two-dimensional pointer , Function function is realized by manual addressing .

Theoretical basis of discrete cosine transform

I think you are familiar with Fourier transform . In fact, DCT is similar to Fourier transform . The definition of 2D DCT is expressed by the following formula :

The inverse transformation is expressed as follows :

Code implementation

According to the formula above , It's easy to write code

// DCT - Discrete Cosine Transform
void DCT( double ** input, double ** output, int row, int col )
{
cout<<"Test in DCT"<<endl;
double ALPHA, BETA;
int u = 0;
int v = 0;
int i = 0;
int j = 0; for(u = 0; u < row; u++)
{
for(v = 0; v < col; v++)
{
if(u == 0)
{
ALPHA = sqrt(1.0 / row);
}
else
{
ALPHA = sqrt(2.0 / row);
} if(v == 0)
{
BETA = sqrt(1.0 / col);
}
else
{
BETA = sqrt(2.0 / col);
} double tmp = 0.0;
for(i = 0; i < row; i++)
{
for(j = 0; j < col; j++)
{
tmp += *((double*) input + col*i + j ) * cos((2*i+1)*u*PI/(2.0 * row)) * cos((2*j+1)*v*PI/(2.0 * col));
}
}
*((double*) output + col*u + v) = ALPHA * BETA * tmp;
}
} cout << "The result of DCT:" << endl;
for(int m = 0; m < row; m++)
{
for(int n= 0; n < col; n++)
{
cout <<setw(8)<< *((double*) output + col*m + n)<<" \t";
}
cout << endl;
}
}

Note that the function parameters in the code are not two-dimensional arrays , It's a pointer to a two-dimensional array . The code for the corresponding inverse transformation is as follows :

// Inverse DCT
void IDCT( double ** input, double ** output, int row, int col )
{
cout<<"Test in IDCT"<<endl;
double ALPHA, BETA;
int u = 0;
int v = 0;
int i = 0;
int j = 0; for(i = 0; i < row; i++)
{
for( j = 0; j < col; j++)
{
double tmp = 0.0;
for(u = 0; u < row; u++)
{
for(v = 0; v < col; v++)
{
if(u == 0)
{
ALPHA = sqrt(1.0 / row);
}
else
{
ALPHA = sqrt(2.0 / row);
}
if(v == 0)
{
BETA = sqrt(1.0 / col);
}
else
{
BETA = sqrt(2.0 / col);
}
tmp += ALPHA * BETA * *((double*) input + col*u + v )* cos((2*i+1)*u*PI/(2.0 * row)) * cos((2*j+1)*v*PI/(2.0 * col));
}
}
*((double*) output + col*i + j) = tmp;
}
} cout << "The result of IDCT:" << endl;
for(int m = 0; m < row; m++)
{
for(int n= 0; n < col; n++)
{
cout <<setw(8)<< *((double*) output + col*m + n)<<"\t";
}
cout << endl;
}
}

Test code

#include <iostream>
#include <math.h>
#include<cstdio>
#include <iomanip>
#include<algorithm> using namespace std;
#define PI 3.1415926
int main()
{
int i = 0;
int j = 0;
int u = 0;
int v = 0; const int rows = 3;
const int cols = 3; double inputdata[rows][cols] = {
{89,101,114},
{97,115,131},
{114,134,159},
}; double outputdata[rows][cols]; DCT( (double**)inputdata, (double**)outputdata,rows, cols );
IDCT( (double**)outputdata, (double**)inputdata,rows,cols ); system("pause");
return 0;
}

The program runs as follows :

Summary

Then you can upgrade the code , Instead of passing two-dimensional arrays as parameters , But use Eigen Type as parameter , This makes the code clearer , And memory management is more convenient .

Reprint please indicate the source :http://www.cnblogs.com/scut-linmaojiang/p/5013590.html

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