From ec3d050a76ee8c41f35c4531d3fa07a2d9c28ed3 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Thu, 02 Jun 2016 22:25:24 +0000
Subject: [PATCH] hope i didn't break anything

---
 src/data.c |  101 +++++++++++++-------------------------------------
 1 files changed, 27 insertions(+), 74 deletions(-)

diff --git a/src/data.c b/src/data.c
index b0368ee..fcbdfc9 100644
--- a/src/data.c
+++ b/src/data.c
@@ -271,78 +271,37 @@
     free(boxes);
 }
 
-void fill_truth_detection(char *path, float *truth, int classes, int num_boxes, int flip, int background, float dx, float dy, float sx, float sy)
+void fill_truth_detection(char *path, int num_boxes, float *truth, int classes, int flip, float dx, float dy, float sx, float sy)
 {
-    char *labelpath = find_replace(path, "JPEGImages", "labels");
+    char *labelpath = find_replace(path, "images", "labels");
+    labelpath = find_replace(labelpath, "JPEGImages", "labels");
+
     labelpath = find_replace(labelpath, ".jpg", ".txt");
+    labelpath = find_replace(labelpath, ".JPG", ".txt");
     labelpath = find_replace(labelpath, ".JPEG", ".txt");
     int count = 0;
     box_label *boxes = read_boxes(labelpath, &count);
     randomize_boxes(boxes, count);
+    correct_boxes(boxes, count, dx, dy, sx, sy, flip);
+    if(count > num_boxes) count = num_boxes;
     float x,y,w,h;
-    float left, top, right, bot;
     int id;
     int i;
-    if(background){
-        for(i = 0; i < num_boxes*num_boxes*(4+classes+background); i += 4+classes+background){
-            truth[i] = 1;
-        }
-    }
-    for(i = 0; i < count; ++i){
-        left  = boxes[i].left  * sx - dx;
-        right = boxes[i].right * sx - dx;
-        top   = boxes[i].top   * sy - dy;
-        bot   = boxes[i].bottom* sy - dy;
+
+    for (i = 0; i < count; ++i) {
+        x =  boxes[i].x;
+        y =  boxes[i].y;
+        w =  boxes[i].w;
+        h =  boxes[i].h;
         id = boxes[i].id;
 
-        if(flip){
-            float swap = left;
-            left = 1. - right;
-            right = 1. - swap;
-        }
-
-        left =  constrain(0, 1, left);
-        right = constrain(0, 1, right);
-        top =   constrain(0, 1, top);
-        bot =   constrain(0, 1, bot);
-
-        x = (left+right)/2;
-        y = (top+bot)/2;
-        w = (right - left);
-        h = (bot - top);
-
-        if (x <= 0 || x >= 1 || y <= 0 || y >= 1) continue;
-
-        int col = (int)(x*num_boxes);
-        int row = (int)(y*num_boxes);
-
-        x = x*num_boxes - col;
-        y = y*num_boxes - row;
-
-        /*
-           float maxwidth = distance_from_edge(i, num_boxes);
-           float maxheight = distance_from_edge(j, num_boxes);
-           w = w/maxwidth;
-           h = h/maxheight;
-         */
-
-        w = constrain(0, 1, w);
-        h = constrain(0, 1, h);
         if (w < .01 || h < .01) continue;
-        if(1){
-            w = pow(w, 1./2.);
-            h = pow(h, 1./2.);
-        }
 
-        int index = (col+row*num_boxes)*(4+classes+background);
-        if(truth[index+classes+background+2]) continue;
-        if(background) truth[index++] = 0;
-        truth[index+id] = 1;
-        index += classes;
-        truth[index++] = x;
-        truth[index++] = y;
-        truth[index++] = w;
-        truth[index++] = h;
+        truth[i*5+0] = id;
+        truth[i*5+1] = x;
+        truth[i*5+2] = y;
+        truth[i*5+3] = w;
+        truth[i*5+4] = h;
     }
     free(boxes);
 }
@@ -485,6 +444,7 @@
     d.X.vals = calloc(d.X.rows, sizeof(float*));
     d.X.cols = h*w*3;
 
+
     int k = size*size*(5+classes);
     d.y = make_matrix(n, k);
     for(i = 0; i < n; ++i){
@@ -641,7 +601,7 @@
     return d;
 }
 
-data load_data_detection(int n, char **paths, int m, int classes, int w, int h, int num_boxes, int background)
+data load_data_detection(int n, char **paths, int m, int w, int h, int boxes, int classes, float jitter)
 {
     char **random_paths = get_random_paths(paths, n, m);
     int i;
@@ -652,16 +612,15 @@
     d.X.vals = calloc(d.X.rows, sizeof(float*));
     d.X.cols = h*w*3;
 
-    int k = num_boxes*num_boxes*(4+classes+background);
-    d.y = make_matrix(n, k);
+    d.y = make_matrix(n, 5*boxes);
     for(i = 0; i < n; ++i){
         image orig = load_image_color(random_paths[i], 0, 0);
 
         int oh = orig.h;
         int ow = orig.w;
 
-        int dw = ow/10;
-        int dh = oh/10;
+        int dw = (ow*jitter);
+        int dh = (oh*jitter);
 
         int pleft  = rand_uniform(-dw, dw);
         int pright = rand_uniform(-dw, dw);
@@ -674,13 +633,6 @@
         float sx = (float)swidth  / ow;
         float sy = (float)sheight / oh;
 
-        /*
-           float angle = rand_uniform()*.1 - .05;
-           image rot = rotate_image(orig, angle);
-           free_image(orig);
-           orig = rot;
-         */
-
         int flip = rand_r(&data_seed)%2;
         image cropped = crop_image(orig, pleft, ptop, swidth, sheight);
 
@@ -691,7 +643,7 @@
         if(flip) flip_image(sized);
         d.X.vals[i] = sized.data;
 
-        fill_truth_detection(random_paths[i], d.y.vals[i], classes, num_boxes, flip, background, dx, dy, 1./sx, 1./sy);
+        fill_truth_detection(random_paths[i], boxes, d.y.vals[i], classes, flip, dx, dy, 1./sx, 1./sy);
 
         free_image(orig);
         free_image(cropped);
@@ -700,6 +652,7 @@
     return d;
 }
 
+
 void *load_thread(void *ptr)
 {
 
@@ -716,12 +669,12 @@
         *a.d = load_data_augment(a.paths, a.n, a.m, a.labels, a.classes, a.min, a.max, a.size);
     } else if (a.type == STUDY_DATA){
         *a.d = load_data_study(a.paths, a.n, a.m, a.labels, a.classes, a.min, a.max, a.size);
-    } else if (a.type == DETECTION_DATA){
-        *a.d = load_data_detection(a.n, a.paths, a.m, a.classes, a.w, a.h, a.num_boxes, a.background);
     } else if (a.type == WRITING_DATA){
         *a.d = load_data_writing(a.paths, a.n, a.m, a.w, a.h, a.out_w, a.out_h);
     } else if (a.type == REGION_DATA){
         *a.d = load_data_region(a.n, a.paths, a.m, a.w, a.h, a.num_boxes, a.classes, a.jitter);
+    } else if (a.type == DETECTION_DATA){
+        *a.d = load_data_detection(a.n, a.paths, a.m, a.w, a.h, a.num_boxes, a.classes, a.jitter);
     } else if (a.type == SWAG_DATA){
         *a.d = load_data_swag(a.paths, a.n, a.classes, a.jitter);
     } else if (a.type == COMPARE_DATA){

--
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