Created
July 17, 2012 08:45
-
-
Save blackball/3128130 to your computer and use it in GitHub Desktop.
fast nms ported from http://quantombone.blogspot.com/2011/08/blazing-fast-nmsm-from-exemplar-svm.html
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
/** | |
* Fast non-maximum suppression in C, port from | |
* http://quantombone.blogspot.com/2011/08/blazing-fast-nmsm-from-exemplar-svm.html | |
* | |
* @blackball ([email protected]) | |
*/ | |
#include <stdio.h> | |
#include <stdlib.h> | |
#include <limits.h> | |
typedef struct { | |
int x0, y0, x1, y1; | |
float score; | |
} drect; | |
static void | |
sort_idx(const drect *rects, int *idxes, int n) { | |
/* sort indexes descending by scores */ | |
int i, j; | |
for (i = 0; i < n; ++i) { | |
for (j = i + 1; j < n; ++j) { | |
int ti = idxes[i], tj = idxes[j]; | |
if ( rects[tj].score < rects[ti].score ) { | |
idxes[i] = tj; | |
idxes[j] = ti; | |
} | |
} | |
} | |
} | |
static int | |
sort_stable(int *arr, int n) { | |
/* stable move all -1 to the end */ | |
int i = 0, j = 0; | |
while (i < n) { | |
if (arr[i] == -1) { | |
if (j < i+1) | |
j = i+1; | |
while (j < n) { | |
if (arr[j] == -1) ++j; | |
else { | |
arr[i] = arr[j]; | |
arr[j] = -1; | |
j++; | |
break; | |
} | |
} | |
if (j == n) return i; | |
} | |
++i; | |
} | |
return i; | |
} | |
#define fast_max(x,y) (x - ((x - y) & ((x - y) >> (sizeof(int) * CHAR_BIT - 1)))) | |
#define fast_min(x,y) (y + ((x - y) & ((x - y) >> (sizeof(int) * CHAR_BIT - 1)))) | |
void | |
fast_nms(drect *rects, int num, float overlap_th) { | |
void *pmem = malloc(sizeof(int) * (num + num) + sizeof(float) * num); | |
int *idxes = (int *)pmem; | |
int *pick = idxes + num; | |
float *invareas = (float *)(pick + num); | |
int idx_count = num; | |
int counter = 0, last_idx; | |
int x0,y0,x1,y1; | |
int tx0, ty0, tx1, ty1; | |
for (int i = 0; i < num; ++i) idxes[i] = i; | |
sort_idx(rects, idxes, num); | |
for (int i = 0; i < num; ++i) { | |
int ti = idxes[i]; | |
drect r = rects[ idxes[i] ]; | |
invareas[ti] = 1.0f / ((r.x1 - r.x0 + 1) * (r.y1 - r.y0 + 1)); | |
} | |
while (idx_count > 0) { | |
int tmp_idx = idx_count - 1; | |
last_idx = idxes[ tmp_idx ]; | |
pick[counter++] = last_idx; | |
x0 = rects[last_idx].x0; | |
y0 = rects[last_idx].y0; | |
x1 = rects[last_idx].x1; | |
y1 = rects[last_idx].y1; | |
idxes[ tmp_idx ] = -1; | |
for (int i = tmp_idx-1; i != -1; i--) { | |
drect r = rects[ idxes[i] ]; | |
tx0 = fast_max(x0, r.x0); | |
ty0 = fast_max(y0, r.y0); | |
tx1 = fast_min(x1, r.x1); | |
ty1 = fast_min(y1, r.y1); | |
tx0 = tx1 - tx0 + 1; | |
ty0 = ty1 - ty0 + 1; | |
if (tx0 > 0 && ty0 >0) { | |
if (tx0 * ty0 * invareas[ idxes[i] ] > overlap_th) { | |
idxes[i] = -1; | |
} | |
} | |
} | |
idx_count = sort_stable(idxes, idx_count); | |
} | |
/* just give the selected rects' indexes, modification needed for real use */ | |
for (int i = 0; i < counter; ++i) { | |
printf("%d\n", pick[i]); | |
} | |
free(pmem); | |
} | |
static void | |
test_nn() { | |
drect rects[] = { | |
{0,0,10,10,.5f}, | |
{1,1,10,10,.4f}, | |
{20, 20, 40, 40, 0.3f}, | |
{20, 20, 40, 30, 0.4f}, | |
{15, 20, 40, 40, 0.1f}, | |
}; | |
fast_nms(rects, 5, 0.4f); | |
} | |
int | |
main(int argc, char *argv[]) { | |
test_nn(); | |
return 0; | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment