From 37d7c1e79f65a75caf87e29a562d30c51cd654e5 Mon Sep 17 00:00:00 2001
From: Joe Redmon <pjreddie@gmail.com>
Date: Thu, 26 Nov 2015 21:52:56 +0000
Subject: [PATCH] fixed label linking

---
 src/image.c |  257 +++++++++++++++++++++++++++++++++++++-------------
 1 files changed, 189 insertions(+), 68 deletions(-)

diff --git a/src/image.c b/src/image.c
index f5c2359..a8a6684 100644
--- a/src/image.c
+++ b/src/image.c
@@ -3,6 +3,11 @@
 #include <stdio.h>
 #include <math.h>
 
+#ifdef OPENCV
+#include "opencv2/highgui/highgui_c.h"
+#include "opencv2/imgproc/imgproc_c.h"
+#endif
+
 #define STB_IMAGE_IMPLEMENTATION
 #include "stb_image.h"
 #define STB_IMAGE_WRITE_IMPLEMENTATION
@@ -23,6 +28,26 @@
     return r;
 }
 
+void draw_label(image a, int r, int c, image label, const float *rgb)
+{
+    float ratio = (float) label.w / label.h;
+    int h = label.h;
+    int w = ratio * h;
+    image rl = resize_image(label, w, h);
+    if (r - h >= 0) r = r - h;
+
+    int i, j, k;
+    for(j = 0; j < h && j + r < a.h; ++j){
+        for(i = 0; i < w && i + c < a.w; ++i){
+            for(k = 0; k < label.c; ++k){
+                float val = get_pixel(rl, i, j, k);
+                set_pixel(a, i+c, j+r, k, rgb[k] * val);
+            }
+        }
+    }
+    free_image(rl);
+}
+
 void draw_box(image a, int x1, int y1, int x2, int y2, float r, float g, float b)
 {
     //normalize_image(a);
@@ -37,28 +62,86 @@
     if(y2 < 0) y2 = 0;
     if(y2 >= a.h) y2 = a.h-1;
 
-    for(i = x1; i < x2; ++i){
-        a.data[i + y1*a.w + 0*a.w*a.h] = b;
-        a.data[i + y2*a.w + 0*a.w*a.h] = b;
+    for(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] = r;
-        a.data[i + y2*a.w + 2*a.w*a.h] = r;
+        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(i = y1; i < y2; ++i){
-        a.data[x1 + i*a.w + 0*a.w*a.h] = b;
-        a.data[x2 + i*a.w + 0*a.w*a.h] = b;
+    for(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] = r;
-        a.data[x2 + i*a.w + 2*a.w*a.h] = r;
+        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(image a, int x1, int y1, int x2, int y2, int w, float r, float g, float b)
+{
+    int i;
+    for(i = 0; i < w; ++i){
+        draw_box(a, x1+i, y1+i, x2-i, y2-i, r, g, b);
+    }
+}
+
+void draw_bbox(image a, box bbox, int w, float r, float g, float b)
+{
+    int left  = (bbox.x-bbox.w/2)*a.w;
+    int right = (bbox.x+bbox.w/2)*a.w;
+    int top   = (bbox.y-bbox.h/2)*a.h;
+    int bot   = (bbox.y+bbox.h/2)*a.h;
+
+    int i;
+    for(i = 0; i < w; ++i){
+        draw_box(a, left+i, top+i, right-i, bot-i, r, g, b);
+    }
+}
+
+void draw_detections(image im, int num, float thresh, box *boxes, float **probs, char **names, image *labels, int classes)
+{
+    int i;
+
+    for(i = 0; i < num; ++i){
+        int class = max_index(probs[i], classes);
+        float prob = probs[i][class];
+        if(prob > thresh){
+            int width = pow(prob, 1./2.)*10+1;
+            printf("%s: %.2f\n", names[class], prob);
+            int offset = class*17 % classes;
+            float red = get_color(0,offset,classes);
+            float green = get_color(1,offset,classes);
+            float blue = get_color(2,offset,classes);
+            float rgb[3];
+            rgb[0] = red;
+            rgb[1] = green;
+            rgb[2] = blue;
+            box b = boxes[i];
+
+            int left  = (b.x-b.w/2.)*im.w;
+            int right = (b.x+b.w/2.)*im.w;
+            int top   = (b.y-b.h/2.)*im.h;
+            int bot   = (b.y+b.h/2.)*im.h;
+
+            if(left < 0) left = 0;
+            if(right > im.w-1) right = im.w-1;
+            if(top < 0) top = 0;
+            if(bot > im.h-1) bot = im.h-1;
+
+            draw_box_width(im, left, top, right, bot, width, red, green, blue);
+            if (labels) draw_label(im, top + width, left, labels[class], rgb);
+        }
+    }
+}
+
+
 void flip_image(image a)
 {
     int i,j,k;
@@ -175,11 +258,12 @@
 }
 
 #ifdef OPENCV
-void show_image_cv(image p, char *name)
+void show_image_cv(image p, const char *name)
 {
     int x,y,k;
     image copy = copy_image(p);
-    rgbgr_image(copy);
+    constrain_image(copy);
+    if(p.c == 3) rgbgr_image(copy);
     //normalize_image(copy);
 
     char buff[256];
@@ -188,7 +272,7 @@
 
     IplImage *disp = cvCreateImage(cvSize(p.w,p.h), IPL_DEPTH_8U, p.c);
     int step = disp->widthStep;
-    cvNamedWindow(buff, CV_WINDOW_AUTOSIZE); 
+    cvNamedWindow(buff, CV_WINDOW_NORMAL); 
     //cvMoveWindow(buff, 100*(windows%10) + 200*(windows/10), 100*(windows%10));
     ++windows;
     for(y = 0; y < p.h; ++y){
@@ -199,7 +283,8 @@
         }
     }
     free_image(copy);
-    if(disp->height < 448 || disp->width < 448 || disp->height > 1000){
+    if(0){
+        //if(disp->height < 448 || disp->width < 448 || disp->height > 1000){
         int w = 448;
         int h = w*p.h/p.w;
         if(h > 1000){
@@ -216,17 +301,17 @@
 }
 #endif
 
-void show_image(image p, char *name)
+void show_image(image p, const char *name)
 {
-    #ifdef OPENCV
+#ifdef OPENCV
     show_image_cv(p, name);
-    #else
+#else
     fprintf(stderr, "Not compiled with OpenCV, saving to %s.png instead\n", name);
     save_image(p, name);
-    #endif
+#endif
 }
 
-void save_image(image im, char *name)
+void save_image(image im, const char *name)
 {
     char buff[256];
     //sprintf(buff, "%s (%d)", name, windows);
@@ -239,19 +324,19 @@
         }
     }
     int success = stbi_write_png(buff, im.w, im.h, im.c, data, im.w*im.c);
+    free(data);
     if(!success) fprintf(stderr, "Failed to write image %s\n", buff);
 }
 
-/*
-void save_image_cv(image p, char *name)
+#ifdef OPENCV
+void save_image_jpg(image p, char *name)
 {
-    int x,y,k;
     image copy = copy_image(p);
-    //normalize_image(copy);
+    rgbgr_image(copy);
+    int x,y,k;
 
     char buff[256];
-    //sprintf(buff, "%s (%d)", name, windows);
-    sprintf(buff, "%s.png", name);
+    sprintf(buff, "%s.jpg", name);
 
     IplImage *disp = cvCreateImage(cvSize(p.w,p.h), IPL_DEPTH_8U, p.c);
     int step = disp->widthStep;
@@ -262,11 +347,11 @@
             }
         }
     }
-    free_image(copy);
     cvSaveImage(buff, disp,0);
     cvReleaseImage(&disp);
+    free_image(copy);
 }
-*/
+#endif
 
 void show_image_layers(image p, char *name)
 {
@@ -322,7 +407,7 @@
             for(x = 0; x < im.w; ++x){
                 float rx = cos(rad)*(x-cx) - sin(rad)*(y-cy) + cx;
                 float ry = sin(rad)*(x-cx) + cos(rad)*(y-cy) + cy;
-                float val = billinear_interpolate(im, rx, ry, c);
+                float val = bilinear_interpolate(im, rx, ry, c);
                 set_pixel(rot, x, y, c, val);
             }
         }
@@ -454,7 +539,7 @@
 {
     assert(im.c == 3);
     int i, j, k;
-    image gray = make_image(im.w, im.h, im.c);
+    image gray = make_image(im.w, im.h, 1);
     float scale[] = {0.587, 0.299, 0.114};
     for(k = 0; k < im.c; ++k){
         for(j = 0; j < im.h; ++j){
@@ -463,11 +548,19 @@
             }
         }
     }
-    memcpy(gray.data + im.w*im.h*1, gray.data, sizeof(float)*im.w*im.h);
-    memcpy(gray.data + im.w*im.h*2, gray.data, sizeof(float)*im.w*im.h);
     return gray;
 }
 
+image threshold_image(image im, float thresh)
+{
+    int i;
+    image t = make_image(im.w, im.h, im.c);
+    for(i = 0; i < im.w*im.h*im.c; ++i){
+        t.data[i] = im.data[i]>thresh ? 1 : 0;
+    }
+    return t;
+}
+
 image blend_image(image fore, image back, float alpha)
 {
     assert(fore.w == back.w && fore.h == back.h && fore.c == back.c);
@@ -539,7 +632,7 @@
    }
  */
 
-float billinear_interpolate(image im, float x, float y, int c)
+float bilinear_interpolate(image im, float x, float y, int c)
 {
     int ix = (int) floorf(x);
     int iy = (int) floorf(y);
@@ -554,23 +647,47 @@
     return val;
 }
 
-// #wikipedia
 image resize_image(image im, int w, int h)
 {
     image resized = make_image(w, h, im.c);   
+    image part = make_image(w, im.h, im.c);
     int r, c, k;
     float w_scale = (float)(im.w - 1) / (w - 1);
     float h_scale = (float)(im.h - 1) / (h - 1);
     for(k = 0; k < im.c; ++k){
-        for(r = 0; r < h; ++r){
+        for(r = 0; r < im.h; ++r){
             for(c = 0; c < w; ++c){
-                float sx = c*w_scale;
-                float sy = r*h_scale;
-                float val = billinear_interpolate(im, sx, sy, k);
-                set_pixel(resized, c, r, k, val);
+                float val = 0;
+                if(c == w-1 || im.w == 1){
+                    val = get_pixel(im, im.w-1, r, k);
+                } else {
+                    float sx = c*w_scale;
+                    int ix = (int) sx;
+                    float dx = sx - ix;
+                    val = (1 - dx) * get_pixel(im, ix, r, k) + dx * get_pixel(im, ix+1, r, k);
+                }
+                set_pixel(part, c, r, k, val);
             }
         }
     }
+    for(k = 0; k < im.c; ++k){
+        for(r = 0; r < h; ++r){
+            float sy = r*h_scale;
+            int iy = (int) sy;
+            float dy = sy - iy;
+            for(c = 0; c < w; ++c){
+                float val = (1-dy) * get_pixel(part, c, iy, k);
+                set_pixel(resized, c, r, k, val);
+            }
+            if(r == h-1 || im.h == 1) continue;
+            for(c = 0; c < w; ++c){
+                float val = dy * get_pixel(part, c, iy+1, k);
+                add_pixel(resized, c, r, k, val);
+            }
+        }
+    }
+
+    free_image(part);
     return resized;
 }
 
@@ -583,36 +700,23 @@
     saturate_image(sat2, 2);
 
     image sat5 = copy_image(im);
-    saturate_image(sat5, 5);
-
-    image sat10 = copy_image(im);
-    saturate_image(sat10, 10);
+    saturate_image(sat5, .5);
 
     image exp2 = copy_image(im);
-    saturate_image(exp2, .5);
     exposure_image(exp2, 2);
 
     image exp5 = copy_image(im);
-    saturate_image(exp5, .5);
     exposure_image(exp5, .5);
 
-    show_image(im, "original");
-    show_image(gray, "gray");
-    show_image(sat2, "sat2");
-    show_image(sat5, "sat5");
-    show_image(sat10, "sat10");
-    /*
-       show_image(small, "smaller");
-       show_image(big, "bigger");
-       show_image(crop, "crop");
-       show_image(crop2, "crop2");
-       show_image(rot, "rot");
-       show_image(rot2, "rot2");
-       show_image(test, "test");
-     */
-    #ifdef OPENCV
+    show_image(im, "Original");
+    show_image(gray, "Gray");
+    show_image(sat2, "Saturation-2");
+    show_image(sat5, "Saturation-.5");
+    show_image(exp2, "Exposure-2");
+    show_image(exp5, "Exposure-.5");
+#ifdef OPENCV
     cvWaitKey(0);
-    #endif
+#endif
 }
 
 #ifdef OPENCV
@@ -646,10 +750,10 @@
     else {
         fprintf(stderr, "OpenCV can't force load with %d channels\n", channels);
     }
-    
+
     if( (src = cvLoadImage(filename, flag)) == 0 )
     {
-        printf("Cannot load file image %s\n", filename);
+        printf("Cannot load image \"%s\"\n", filename);
         exit(0);
     }
     image out = ipl_to_image(src);
@@ -666,7 +770,7 @@
     int w, h, c;
     unsigned char *data = stbi_load(filename, &w, &h, &c, channels);
     if (!data) {
-        printf("Cannot load file image %s\n", filename);
+        fprintf(stderr, "Cannot load image \"%s\"\nSTB Reason: %s\n", filename, stbi_failure_reason());
         exit(0);
     }
     if(channels) c = channels;
@@ -687,11 +791,11 @@
 
 image load_image(char *filename, int w, int h, int c)
 {
-    #ifdef OPENCV
+#ifdef OPENCV
     image out = load_image_cv(filename, c);
-    #else
+#else
     image out = load_image_stb(filename, c);
-    #endif
+#endif
 
     if((h && w) && (h != out.h || w != out.w)){
         image resized = resize_image(out, w, h);
@@ -731,6 +835,11 @@
     assert(x < m.w && y < m.h && c < m.c);
     m.data[c*m.h*m.w + y*m.w + x] = val;
 }
+void add_pixel(image m, int x, int y, int c, float val)
+{
+    assert(x < m.w && y < m.h && c < m.c);
+    m.data[c*m.h*m.w + y*m.w + x] += val;
+}
 
 void print_image(image m)
 {
@@ -823,8 +932,20 @@
 void show_images(image *ims, int n, char *window)
 {
     image m = collapse_images_vert(ims, n);
-    save_image(m, window);
-    show_image(m, window);
+    /*
+       int w = 448;
+       int h = ((float)m.h/m.w) * 448;
+       if(h > 896){
+       h = 896;
+       w = ((float)m.w/m.h) * 896;
+       }
+       image sized = resize_image(m, w, h);
+     */
+    normalize_image(m);
+    image sized = resize_image(m, m.w, m.h);
+    save_image(sized, window);
+    show_image(sized, window);
+    free_image(sized);
     free_image(m);
 }
 

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