用c++实现单尺度二维离散小波对图像分解,并展现示例代码
时间: 2023-03-23 13:02:43 浏览: 43
好的,以下是使用C语言实现二维数组的小波对图像进行分解,并展示示例代码:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define ROWS 512
#define COLS 512
// 一维小波变换
void wavelet_transform(float *data, int n) {
int i;
float c, c_inv, c_h, c_l, *temp;
temp = (float*)malloc(n * sizeof(float));
c = sqrt(2.0);
c_inv = 1.0 / c;
c_h = c_inv;
c_l = c * 0.5;
for (i = 0; i < n; i += 2) {
temp[i / 2] = (data[i] + data[i + 1]) * c_h;
temp[n / 2 + i / 2] = (data[i] - data[i + 1]) * c_l;
}
for (i = 0; i < n; i++) {
data[i] = temp[i];
}
free(temp);
}
// 二维小波变换
void wavelet_transform_2d(float **image, int rows, int cols, int level) {
int i, j, k;
float *temp_row, *temp_col;
temp_row = (float*)malloc(cols * sizeof(float));
temp_col = (float*)malloc(rows * sizeof(float));
for (k = 0; k < level; k++) {
for (i = 0; i < rows; i++) {
for (j = 0; j < cols; j++) {
temp_row[j] = image[i][j];
}
wavelet_transform(temp_row, cols);
for (j = 0; j < cols; j++) {
image[i][j] = temp_row[j];
}
}
for (j = 0; j < cols; j++) {
for (i = 0; i < rows; i++) {
temp_col[i] = image[i][j];
}
wavelet_transform(temp_col, rows);
for (i = 0; i < rows; i++) {
image[i][j] = temp_col[i];
}
}
rows /= 2;
cols /= 2;
}
free(temp_row);
free(temp_col);
}
// 读取图像
void read_image(float **image, char *filename, int rows, int cols) {
int i, j;
FILE *fp;
fp = fopen(filename, "rb");
for (i = 0; i < rows; i++) {
for (j = 0; j < cols; j++) {
fread(&image[i][j], sizeof(float), 1, fp);
}
}
fclose(fp);
}
// 保存图像
void save_image(float **image, char *filename, int rows, int cols) {
int i, j;
FILE *fp;
fp = fopen(filename, "wb");
for (i = 0; i < rows; i++) {
for (j = 0; j < cols; j++) {
fwrite(&image[i][j], sizeof(float), 1, fp);
}
}
fclose(fp);
}
// 打印图像
void print_image(float **image, int rows, int cols) {
int i, j;
for (i