c语言实现模板匹配SSDA算法
时间: 2023-12-01 08:42:38 浏览: 113
SSDA图像匹配算法的研究及实现
以下是C语言实现模板匹配SSDA算法的示例代码:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define WIDTH 640
#define HEIGHT 480
// 计算两个像素点之间的欧几里得距离
double euclidean_distance(unsigned char *image, int x1, int y1, int x2, int y2) {
double sum = 0;
for (int i = 0; i < 3; i++) {
double diff = image[(y1 * WIDTH + x1) * 3 + i] - image[(y2 * WIDTH + x2) * 3 + i];
sum += diff * diff;
}
return sqrt(sum);
}
// 计算两个像素点之间的相似度
double similarity(unsigned char *image, int x1, int y1, int x2, int y2) {
double distance = euclidean_distance(image, x1, y1, x2, y2);
return exp(-distance);
}
// 计算两个图像之间的相似度
double ssda(unsigned char *image1, unsigned char *image2, int x, int y, int w, int h) {
double sum = 0;
for (int i = 0; i < w; i++) {
for (int j = 0; j < h; j++) {
double sim = similarity(image1, x + i, y + j, i, j);
sum += sim;
}
}
return sum;
}
int main() {
unsigned char *image = (unsigned char *)malloc(WIDTH * HEIGHT * 3);
unsigned char *template = (unsigned char *)malloc(100 * 100 * 3);
// 读取图像和模板
// ...
double max_similarity = 0;
int max_x = 0, max_y = 0;
for (int x = 0; x < WIDTH - 100; x++) {
for (int y = 0; y < HEIGHT - 100; y++) {
double sim = ssda(image, template, x, y, 100, 100);
if (sim > max_similarity) {
max_similarity = sim;
max_x = x;
max_y = y;
}
}
}
printf("Max similarity: %f\n", max_similarity);
printf("Position: (%d, %d)\n", max_x, max_y);
free(image);
free(template);
return 0;
}
```
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