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dark_channel_prior.cpp
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dark_channel_prior.cpp
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#include <stdio.h>
#include <iostream>
#include <fstream>
#include <cmath>
#include <ctime>
#include <string.h>
#include <sstream>
#include <iomanip>
using namespace std;
//Declare Constants
const int numFrames=1; //number of frames to be processed
//for batch/video processing (frame by frame)
const char* inputFolder="input/";//This should be the folder with all the images that we want to process
const char* outputFolder="output/";//This should be the folder where you want to store the output images
const int ImageWidth=1566;
const int ImageHeight=1056;
const double omega=0.95;
//Declare Arrays
//Input image: RGB channel
double ImageR[ImageWidth*ImageHeight];
double ImageG[ImageWidth*ImageHeight];
double ImageB[ImageWidth*ImageHeight];
//to store output after min filter
double minR[ImageWidth*ImageHeight];
double minG[ImageWidth*ImageHeight];
double minB[ImageWidth*ImageHeight];
//the dark channel of the image
double dark[ImageWidth*ImageHeight];
double transmissionR[ImageWidth*ImageHeight];
double transmissionG[ImageWidth*ImageHeight];
double transmissionB[ImageWidth*ImageHeight];
double transmission[ImageWidth*ImageHeight];
double radianceR[ImageWidth*ImageHeight];
double radianceG[ImageWidth*ImageHeight];
double radianceB[ImageWidth*ImageHeight];
//Declare Functions
void readImage(char* FileName);
void minFilter(double ImageR[], double ImageG[], double ImageB[],double (&minR)[ImageWidth*ImageHeight],double (&minG)[ImageWidth*ImageHeight],double (&minB)[ImageWidth*ImageHeight]);
void getDark(double minR[],double minG[],double minB[],double (&dark)[ImageWidth*ImageHeight]);
void medianFilter(double minRGB[],double (&median_minRGB)[ImageWidth*ImageHeight]);
void swap(double& num1, double& num2);
void linearSelectionSort(double (&val1)[25]);
void threshold(double src[],double (&dst)[ImageWidth*ImageHeight]);
double findMax(double mat[]);
double findMax(double mat[], int &index);
void transmit(double (&transmission)[ImageWidth*ImageHeight], double (&transmissionR)[ImageWidth*ImageHeight],double (&transmissionG)[ImageWidth*ImageHeight],double (&transmissionB)[ImageWidth*ImageHeight],double Ar, double Ag, double Ab, double ImageR[], double ImageG[], double ImageB[]);
void radiance(double transmission[], double Ar, double Ag, double Ab, double radianceR[],double radianceG[],double radianceB[], double ImageR[], double ImageG[], double ImageB[]);
void writeImage(double radianceR[],double radianceG[],double radianceB[],int i, string s);
int main ()
{
for(int i=1;i<=numFrames;i++)//i should start from 1 to numFrames-1
{
//initialize everything to 0
setZero(ImageR);
setZero(ImageG);
setZero(ImageB);
setZero(minRGB);
setZero(median_minRGB);
setZero(CorrectedR);
setZero(radianceR);
setZero(radianceG);
setZero(radianceB);
char input[90]={};
string s="";//for input
string z="";//for output
stringstream out;
stringstream outz;
out<<inputFolder<<i;
outz<<outputFolder<<i;
s=out.str();
z=outz.str();
char *FileName=new char[s.length()+1];
strcpy(FileName, s.c_str());
char *format=".ppm";
strncpy(input,FileName,sizeof(input));
strncat(input,format,sizeof(input));
//readImage(input);//read images from input folder
readImage("input.ppm");
minFilter(ImageR,ImageG,ImageB,minR,minG,minB);//do min filter
getDark(minR,minG,minB,dark);//get the dark channel
int index;//to store index of the darkest pixel
double A=findMax(dark, index);//global atmospheric light
double Ar=minR[index];
double Ag=minG[index];
double Ab=minB[index];
cout<<"A= "<<A<<endl;
cout<<"i= "<<index<<endl;
cout<<"Ar= "<<Ar<<endl;
cout<<"Ag= "<<Ag<<endl;
cout<<"Ab= "<<Ab<<endl;
transmit(transmission,transmissionR,transmissionG,transmissionB,Ar,Ag,Ab,minR,minG,minB);//get transmission matrix
radiance(transmission,Ar,Ag,Ab, radianceR, radianceG, radianceB, ImageR, ImageG, ImageB);//get radiance
writeImage(radianceR,radianceG,radianceB,i,z);//output the image
}
return 0;
}
void readImage(char* FileName)
{
int c;
int c1;
int c2;
int c3;
ifstream ImageIn (FileName, ios::binary);
for(int i=0;i<40;i++)//limit is different for every image since using .ppm format
c = ImageIn.get();
for(int i=0;i<ImageHeight*ImageWidth;i++)
{
c1 = int(ImageIn.get());//R
c2 = int(ImageIn.get());//G
c3 = int(ImageIn.get());//B
ImageR[i]=c1;
ImageG[i]=c2;
ImageB[i]=c3;
}
ImageIn.close();
return;
}
void minFilter(double ImageR[], double ImageG[], double ImageB[],double (&minR)[ImageWidth*ImageHeight],double (&minG)[ImageWidth*ImageHeight],double (&minB)[ImageWidth*ImageHeight])
{
//5x5 min filter
double tempR[25];
double tempG[25];
double tempB[25];
for(int i=0;i<ImageHeight;i++)
{
for(int j=0;j<ImageWidth;j++)
{
if(i<2||j<2||i>=ImageHeight-2||j>=ImageWidth-2)
{
minR[(ImageWidth*i)+j]=0;
minG[(ImageWidth*i)+j]=0;
minB[(ImageWidth*i)+j]=0;
}
else
{
//fill temp array
for(int k=0;k<5;k++)
{
for(int l=0;l<5;l++)
{
tempR[k*5+l]=ImageR[(ImageWidth*(i-2))+(j-2)+(k*ImageWidth)+l];
tempG[k*5+l]=ImageG[(ImageWidth*(i-2))+(j-2)+(k*ImageWidth)+l];
tempB[k*5+l]=ImageB[(ImageWidth*(i-2))+(j-2)+(k*ImageWidth)+l];
}
}
//fill sorted array
linearSelectionSort(tempR);
linearSelectionSort(tempG);
linearSelectionSort(tempB);
minR[(ImageWidth*i)+j]=tempR[0];
minG[(ImageWidth*i)+j]=tempG[0];
minB[(ImageWidth*i)+j]=tempB[0];
}
}
}
return;
}
void getDark(double minR[],double minG[],double minB[],double (&dark)[ImageWidth*ImageHeight])
{
for(int i=0;i<ImageHeight*ImageWidth;i++)
{
if(minR[i]<=minG[i] && minR[i]<=minB[i])
dark[i]=minR[i];
else if(minG[i]<=minR[i] && minG[i]<=minB[i])
dark[i]=minG[i];
else if(minB[i]<=minR[i] && minB[i]<=minG[i])
dark[i]=minB[i];
}
return;
}
void medianFilter(double minRGB[],double (&median_minRGB)[ImageWidth*ImageHeight])
{
double temp[25];
for(int i=2;i<ImageHeight-2;i++)
{
for(int j=2;j<ImageWidth-2;j++)
{
if(i<2||j<2||i>=ImageHeight-2||j>=ImageWidth-2)
{
median_minRGB[(ImageWidth*i)+j]=minRGB[(ImageWidth*i)+j];
}
else
{
//fill temp array
for(int k=0;k<5;k++)
{
for(int l=0;l<5;l++)
{
temp[k*5+l]=minRGB[(ImageWidth*(i-2))+(j-2)+(k*ImageWidth)+l];
}
}
//fill sorted array
linearSelectionSort(temp);
median_minRGB[(ImageWidth*i)+j]=temp[12];
}
}
}
return;
}
void swap(double& num1, double& num2)
{
double temp = num2;
num2 = num1;
num1 = temp;
return;
}
void linearSelectionSort(double (&val1)[25])
{
int i;
int j;
int min;
for(j = 0; j < 25; j++)
{
min = j;//assume the first number is the minimum
for(i = j+1; i < 25; i++)
{
if (val1[i] <= val1[min])
{//if value at index i < value at middle index, index i become the minimum
min = i;
}
}
if (min != j)
{
swap(val1[min], val1[j]);//swap the value at index min and value at index j
}
}
return;
}
void threshold(double src[],double (&dst)[ImageWidth*ImageHeight])
{
for(int i=0;i<ImageHeight*ImageWidth-1;i++)
{
if(src[i]>200)
{
dst[i]=0;
}
else if(src[i]<=200)
{
dst[i]=src[i];
}
}
return;
}
double findMax(double mat[])
{
double temp=0;
for(int i=0;i<ImageHeight*ImageWidth-1;i++)
{
if(mat[i]>=temp)
temp=mat[i];
}
return temp;
}
double findMax(double mat[], int &index)
{
double temp=0;
for(int i=0;i<ImageHeight*ImageWidth-1;i++)
{
if(mat[i]>=temp)
{
temp=mat[i];
index=i;
}
}
return temp;
}
void transmit(double (&transmission)[ImageWidth*ImageHeight], double (&transmissionR)[ImageWidth*ImageHeight],double (&transmissionG)[ImageWidth*ImageHeight],double (&transmissionB)[ImageWidth*ImageHeight],double Ar, double Ag, double Ab, double ImageR[], double ImageG[], double ImageB[])
{
for(int i=0;i<ImageHeight*ImageWidth;i++)
{
transmissionR[i]=minR[i]/Ar;
transmissionG[i]=minG[i]/Ag;
transmissionB[i]=minB[i]/Ab;
if(transmissionR[i]<=transmissionG[i] && transmissionR[i]<=transmissionB[i])
transmission[i]=1-(omega*transmissionR[i]);
else if(transmissionG[i]<=transmissionR[i] && transmissionG[i]<=transmissionB[i])
transmission[i]=1-(omega*transmissionG[i]);
else if(transmissionB[i]<=transmissionG[i] && transmissionB[i]<=transmissionR[i])
transmission[i]=1-(omega*transmissionB[i]);
}
return;
}
void radiance(double transmission[], double Ar, double Ag, double Ab, double radianceR[],double radianceG[],double radianceB[], double ImageR[], double ImageG[], double ImageB[])
{
for(int i=0;i<ImageHeight*ImageWidth;i++)
{
if(transmission[i]<0.1) transmission[i]=0.1;
radianceR[i]=(((ImageR[i]-Ar)/(transmission[i])))+Ar;
radianceG[i]=(((ImageG[i]-Ag)/(transmission[i]))+Ag);
radianceB[i]=(((ImageB[i]-Ab)/(transmission[i]))+Ab);
if(radianceR[i]>255) radianceR[i]=255;
if(radianceG[i]>255) radianceG[i]=255;
if(radianceB[i]>255) radianceB[i]=255;
}
return;
}
void setZero(double a[])
{
for(int i=0;i<ImageHeight*ImageWidth;i++)
a[i]=0;
return;
}
void writeImage(double radianceR[],double radianceG[],double radianceB[],int i,string s)
{
char *FileOut=new char[s.length()+1];
strcpy(FileOut, s.c_str());
char *format=".ppm";
char output[70];
strncpy(output,FileOut,sizeof(output));
strncat(output,format,sizeof(output));
//ofstream ImageOut (output, ios::binary);//only if you want to save the output to the output folder
ofstream ImageOut ("output.ppm", ios::binary);
ImageOut << "P6" << endl << ImageWidth << " " << ImageHeight << " 255" << endl;
char numR;
char numG;
char numB;
for(int i=0;i<ImageHeight*ImageWidth;i++)
{
numR=int(radianceR[i]);
numG=int(radianceG[i]);
numB=int(radianceB[i]);
ImageOut << numR;
ImageOut << numG;
ImageOut << numB;
}
ImageOut.close();
return;
}