Created
July 7, 2015 21:35
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finds similar images
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| #include <stdio.h> | |
| #include <stdlib.h> | |
| #include <stdbool.h> | |
| #include <string.h> | |
| /* how many images to load at a time */ | |
| #define BLOCK_SIZE 1024 | |
| /* structure to hold image data */ | |
| struct image { | |
| unsigned int id; | |
| uint64_t fingerprint; | |
| }; | |
| int hammingDistance(uint64_t x, uint64_t y) { | |
| uint64_t res = x ^ y; | |
| return __builtin_popcountll (res); | |
| } | |
| int compare_image(const void * a, const void * b){ | |
| const struct image *ia = (const struct image *)a; | |
| const struct image *ib = (const struct image *)b; | |
| uint64_t fingerprint_a = ia->fingerprint; | |
| uint64_t fingerprint_b = ib->fingerprint; | |
| return hammingDistance(fingerprint_a, fingerprint_b); | |
| } | |
| void find_similar_images( | |
| unsigned int *similar, | |
| int similar_list_size, | |
| int *result_count, | |
| struct image *image_list, | |
| unsigned int list_length, | |
| uint64_t fingerprint, | |
| unsigned int tollerance) { | |
| unsigned int i; | |
| int max_results = similar_list_size; | |
| int similar_count = 0; | |
| /* array to store results */ | |
| struct image *similar_images; | |
| similar_images = (struct image*) malloc(similar_list_size*sizeof(struct image)); | |
| /* check each image */ | |
| for (i=0; i<list_length; i++){ | |
| if (hammingDistance(image_list[i].fingerprint, fingerprint)<=tollerance){ | |
| similar_images[similar_count++] = image_list[i]; | |
| /* stop searching if result limit is reached */ | |
| if(similar_count>=max_results){ | |
| break; | |
| } | |
| } | |
| } | |
| /* sort images */ | |
| qsort(similar_images, similar_count, sizeof(struct image), compare_image); | |
| /* copy results */ | |
| for(i=0; i<similar_count; i++){ | |
| similar[i] = similar_images[i].id; | |
| } | |
| free(similar_images); | |
| *result_count = similar_count; | |
| } | |
| int main() { | |
| char *filename = "temp.txt"; | |
| char line_buffer[64]; | |
| FILE *fp; | |
| char *pt; | |
| char *delemeter = "|"; | |
| int id; | |
| uint64_t fingerprint; | |
| struct image *image_list; | |
| int img_index=0; | |
| int block_count=1; | |
| int total_images; | |
| fp = fopen(filename, "r"); | |
| if (fp == NULL){ | |
| printf("ERROR: cannot open file\n"); | |
| return 0; | |
| } | |
| image_list = (struct image*) malloc(BLOCK_SIZE * sizeof(struct image)); | |
| while (fgets (line_buffer, sizeof(line_buffer), fp)) { | |
| pt = NULL; | |
| /* parse the image id */ | |
| pt = strtok(line_buffer, delemeter); | |
| /* convert image id to integer */ | |
| id = (int) strtol(pt, (char **)NULL, 10); | |
| /* parse the image fingerprint*/ | |
| pt = strtok(NULL, delemeter); | |
| /* convert 64bit hexadecimal string to integer */ | |
| fingerprint = (uint64_t) strtoull(pt, (char **)NULL, 16); | |
| image_list[img_index].id = id; | |
| image_list[img_index].fingerprint = fingerprint; | |
| img_index++; | |
| /* allocate more memory to the image list when a block size has been read in */ | |
| if (img_index%BLOCK_SIZE==0){ | |
| block_count++; | |
| image_list = (struct image*) realloc(image_list, block_count*BLOCK_SIZE*sizeof(struct image)); | |
| } | |
| } | |
| total_images = img_index-1; | |
| fclose(fp); | |
| int i; | |
| unsigned int *similar; | |
| similar = (unsigned int *)malloc(BLOCK_SIZE*sizeof(int)); | |
| int similar_count=0; | |
| int tollerance = 11; | |
| uint64_t target_fingerprint = 0x3336b67636c6c6c6; | |
| find_similar_images( | |
| similar, /* array to write results */ | |
| BLOCK_SIZE, /* size of result array */ | |
| &similar_count, /* address of result count */ | |
| image_list, /* array of images */ | |
| total_images, /* size of image array */ | |
| target_fingerprint, /* 64 bit fingerprint of target image */ | |
| tollerance); /* minumum number of similar bits */ | |
| /* display search results */ | |
| for (i=0; i<similar_count; i++){ | |
| printf("%d\n", similar[i]); | |
| } | |
| free(similar); | |
| free(image_list); | |
| return 0; | |
| } |
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