1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210
|
#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;
}
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);
}
}
}
}
|