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yolo-image.cpp
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yolo-image.cpp
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#define STB_IMAGE_IMPLEMENTATION
#include "stb_image.h"
#define STB_IMAGE_WRITE_IMPLEMENTATION
#include "stb_image_write.h"
#include "yolo-image.h"
static void draw_box(yolo_image & a, int x1, int y1, int x2, int y2, float r, float g, float b)
{
if (x1 < 0) x1 = 0;
if (x1 >= a.w) x1 = a.w-1;
if (x2 < 0) x2 = 0;
if (x2 >= a.w) x2 = a.w-1;
if (y1 < 0) y1 = 0;
if (y1 >= a.h) y1 = a.h-1;
if (y2 < 0) y2 = 0;
if (y2 >= a.h) y2 = a.h-1;
for (int i = x1; i <= x2; ++i){
a.data[i + y1*a.w + 0*a.w*a.h] = r;
a.data[i + y2*a.w + 0*a.w*a.h] = r;
a.data[i + y1*a.w + 1*a.w*a.h] = g;
a.data[i + y2*a.w + 1*a.w*a.h] = g;
a.data[i + y1*a.w + 2*a.w*a.h] = b;
a.data[i + y2*a.w + 2*a.w*a.h] = b;
}
for (int i = y1; i <= y2; ++i){
a.data[x1 + i*a.w + 0*a.w*a.h] = r;
a.data[x2 + i*a.w + 0*a.w*a.h] = r;
a.data[x1 + i*a.w + 1*a.w*a.h] = g;
a.data[x2 + i*a.w + 1*a.w*a.h] = g;
a.data[x1 + i*a.w + 2*a.w*a.h] = b;
a.data[x2 + i*a.w + 2*a.w*a.h] = b;
}
}
void draw_box_width(yolo_image & a, int x1, int y1, int x2, int y2, int w, float r, float g, float b)
{
for (int i = 0; i < w; ++i) {
draw_box(a, x1+i, y1+i, x2-i, y2-i, r, g, b);
}
}
bool save_image(const yolo_image & im, const char *name, int quality)
{
uint8_t *data = (uint8_t*)calloc(im.w*im.h*im.c, sizeof(uint8_t));
for (int k = 0; k < im.c; ++k) {
for (int i = 0; i < im.w*im.h; ++i) {
data[i*im.c+k] = (uint8_t) (255*im.data[i + k*im.w*im.h]);
}
}
int success = stbi_write_jpg(name, im.w, im.h, im.c, data, quality);
free(data);
if (!success) {
fprintf(stderr, "Failed to write image %s\n", name);
return false;
}
return true;
}
bool load_image(const char *fname, yolo_image & img)
{
int w, h, c;
uint8_t * data = stbi_load(fname, &w, &h, &c, 3);
if (!data) {
return false;
}
c = 3;
img.w = w;
img.h = h;
img.c = c;
img.data.resize(w*h*c);
for (int k = 0; k < c; ++k){
for (int j = 0; j < h; ++j){
for (int i = 0; i < w; ++i){
int dst_index = i + w*j + w*h*k;
int src_index = k + c*i + c*w*j;
img.data[dst_index] = (float)data[src_index]/255.;
}
}
}
stbi_image_free(data);
return true;
}
bool load_image_from_memory(const char *buffer, int len, yolo_image & img)
{
int w, h, c;
uint8_t * data = stbi_load_from_memory((uint8_t *)buffer, len, &w, &h, &c, 3);
if (!data) {
return false;
}
c = 3;
img.w = w;
img.h = h;
img.c = c;
img.data.resize(w*h*c);
for (int k = 0; k < c; ++k){
for (int j = 0; j < h; ++j){
for (int i = 0; i < w; ++i){
int dst_index = i + w*j + w*h*k;
int src_index = k + c*i + c*w*j;
img.data[dst_index] = (float)data[src_index]/255.;
}
}
}
stbi_image_free(data);
return true;
}
static yolo_image resize_image(const yolo_image & im, int w, int h)
{
yolo_image resized(w, h, im.c);
yolo_image part(w, im.h, im.c);
float w_scale = (float)(im.w - 1) / (w - 1);
float h_scale = (float)(im.h - 1) / (h - 1);
for (int k = 0; k < im.c; ++k){
for (int r = 0; r < im.h; ++r) {
for (int c = 0; c < w; ++c) {
float val = 0;
if (c == w-1 || im.w == 1){
val = im.get_pixel(im.w-1, r, k);
} else {
float sx = c*w_scale;
int ix = (int) sx;
float dx = sx - ix;
val = (1 - dx) * im.get_pixel(ix, r, k) + dx * im.get_pixel(ix+1, r, k);
}
part.set_pixel(c, r, k, val);
}
}
}
for (int k = 0; k < im.c; ++k){
for (int r = 0; r < h; ++r){
float sy = r*h_scale;
int iy = (int) sy;
float dy = sy - iy;
for (int c = 0; c < w; ++c){
float val = (1-dy) * part.get_pixel(c, iy, k);
resized.set_pixel(c, r, k, val);
}
if (r == h-1 || im.h == 1) continue;
for (int c = 0; c < w; ++c){
float val = dy * part.get_pixel(c, iy+1, k);
resized.add_pixel(c, r, k, val);
}
}
}
return resized;
}
static void embed_image(const yolo_image & source, yolo_image & dest, int dx, int dy)
{
for (int k = 0; k < source.c; ++k) {
for (int y = 0; y < source.h; ++y) {
for (int x = 0; x < source.w; ++x) {
float val = source.get_pixel(x, y, k);
dest.set_pixel(dx+x, dy+y, k, val);
}
}
}
}
yolo_image letterbox_image(const yolo_image & im, int w, int h)
{
int new_w = im.w;
int new_h = im.h;
if (((float)w/im.w) < ((float)h/im.h)) {
new_w = w;
new_h = (im.h * w)/im.w;
} else {
new_h = h;
new_w = (im.w * h)/im.h;
}
yolo_image resized = resize_image(im, new_w, new_h);
yolo_image boxed(w, h, im.c);
boxed.fill(0.5);
embed_image(resized, boxed, (w-new_w)/2, (h-new_h)/2);
return boxed;
}
static yolo_image tile_images(const yolo_image & a, const yolo_image & b, int dx)
{
if (a.w == 0) {
return b;
}
yolo_image c(a.w + b.w + dx, (a.h > b.h) ? a.h : b.h, a.c);
c.fill(1.0f);
embed_image(a, c, 0, 0);
embed_image(b, c, a.w + dx, 0);
return c;
}
static yolo_image border_image(const yolo_image & a, int border)
{
yolo_image b(a.w + 2*border, a.h + 2*border, a.c);
b.fill(1.0f);
embed_image(a, b, border, border);
return b;
}
yolo_image get_label(const std::vector<yolo_image> & alphabet, const std::string & label, int size)
{
size = size/10;
size = std::min(size, 7);
yolo_image result(0,0,0);
for (int i = 0; i < (int)label.size(); ++i) {
int ch = label[i];
yolo_image img = alphabet[size*128 + ch];
result = tile_images(result, img, -size - 1 + (size+1)/2);
}
return border_image(result, (int)(result.h*.25));
}
void draw_label(yolo_image & im, int row, int col, const yolo_image & label, const float * rgb)
{
int w = label.w;
int h = label.h;
if (row - h >= 0) {
row = row - h;
}
for (int j = 0; j < h && j + row < im.h; j++) {
for (int i = 0; i < w && i + col < im.w; i++) {
for (int k = 0; k < label.c; k++) {
float val = label.get_pixel(i, j, k);
im.set_pixel(i + col, j + row, k, rgb[k] * val);
}
}
}
}