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杨慧强/Image-processing-algorithm

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MultiScaleDetailBoosting.cpp 4.04 KB
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BBuf 提交于 2018-12-14 17:55 +08:00 . MultiScaleDetailBoosting.cpp
#include "opencv2/opencv.hpp"
#include "iostream"
#include "algorithm"
#include "vector"
#include "stdio.h"
using namespace std;
using namespace cv;
void separateGaussianFilter(const Mat &src, Mat &dst, int ksize, double sigma){
CV_Assert(src.channels()==1 || src.channels() == 3); //只处理单通道或者三通道图像
//生成一维的
double *matrix = new double[ksize];
double sum = 0;
int origin = ksize / 2;
for(int i = 0; i < ksize; i++){
double g = exp(-(i-origin) * (i-origin) / (2 * sigma * sigma));
sum += g;
matrix[i] = g;
}
for(int i = 0; i < ksize; i++) matrix[i] /= sum;
int border = ksize / 2;
copyMakeBorder(src, dst, border, border, border, border, BORDER_CONSTANT);
int channels = dst.channels();
int rows = dst.rows - border;
int cols = dst.cols - border;
//水平方向
for(int i = border; i < rows; i++){
for(int j = border; j < cols; j++){
double sum[3] = {0};
for(int k = -border; k<=border; k++){
if(channels == 1){
sum[0] += matrix[border + k] * dst.at<uchar>(i, j+k);
}else if(channels == 3){
Vec3b rgb = dst.at<Vec3b>(i, j+k);
sum[0] += matrix[border+k] * rgb[0];
sum[1] += matrix[border+k] * rgb[1];
sum[2] += matrix[border+k] * rgb[2];
}
}
for(int k = 0; k < channels; k++){
if(sum[k] < 0) sum[k] = 0;
else if(sum[k] > 255) sum[k] = 255;
}
if(channels == 1)
dst.at<Vec3b>(i, j) = static_cast<uchar>(sum[0]);
else if(channels == 3){
Vec3b rgb = {static_cast<uchar>(sum[0]), static_cast<uchar>(sum[1]), static_cast<uchar>(sum[2])};
dst.at<Vec3b>(i, j) = rgb;
}
}
}
//竖直方向
for(int i = border; i < rows; i++){
for(int j = border; j < cols; j++){
double sum[3] = {0};
for(int k = -border; k<=border; k++){
if(channels == 1){
sum[0] += matrix[border + k] * dst.at<uchar>(i+k, j);
}else if(channels == 3){
Vec3b rgb = dst.at<Vec3b>(i+k, j);
sum[0] += matrix[border+k] * rgb[0];
sum[1] += matrix[border+k] * rgb[1];
sum[2] += matrix[border+k] * rgb[2];
}
}
for(int k = 0; k < channels; k++){
if(sum[k] < 0) sum[k] = 0;
else if(sum[k] > 255) sum[k] = 255;
}
if(channels == 1)
dst.at<Vec3b>(i, j) = static_cast<uchar>(sum[0]);
else if(channels == 3){
Vec3b rgb = {static_cast<uchar>(sum[0]), static_cast<uchar>(sum[1]), static_cast<uchar>(sum[2])};
dst.at<Vec3b>(i, j) = rgb;
}
}
}
delete [] matrix;
}
Mat MultiScaleDetailBoosting(Mat src, int Radius){
int rows = src.rows;
int cols = src.cols;
Mat B1, B2, B3;
separateGaussianFilter(src, B1, Radius, 1.0);
separateGaussianFilter(src, B2, Radius*2-1, 2.0);
separateGaussianFilter(src, B3, Radius*4-1, 4.0);
float w1 = 0.5, w2 = 0.5, w3 = 0.25;
Mat dst(rows, cols, CV_8UC3);
for(int i = 0; i < rows; i++){
for(int j = 0; j < cols; j++){
for(int k = 0; k < 3; k++){
int D1 = src.at<Vec3b>(i, j)[k] - B1.at<Vec3b>(i, j)[k];
int D2 = B1.at<Vec3b>(i, j)[k] - B2.at<Vec3b>(i, j)[k];
int D3 = B2.at<Vec3b>(i, j)[k] - B3.at<Vec3b>(i, j)[k];
int sign = D1 > 0 ? 1 : -1;
dst.at<Vec3b>(i, j)[k] = saturate_cast<uchar>((1 - w1*sign) * D1 - w2 * D2 + w3 * D3 + src.at<Vec3b>(i, j)[k]);
}
}
}
return dst;
}
int main(){
Mat src = imread("../tmp.png");
Mat dst = MultiScaleDetailBoosting(src, 5);
imshow("origin", src);
imshow("result", dst);
waitKey(0);
imwrite("../result.jpg", dst);
return 0;
}
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Image-processing-algorithm
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