diff --git a/convert-annotations.py b/convert-annotations.py
new file mode 100644
index 0000000..97da64a
--- /dev/null
+++ b/convert-annotations.py
@@ -0,0 +1,56 @@
+import os
+import shutil
+import xml.etree.cElementTree as et
+from pathlib import Path
+
+labels_dir = 'labels'
+images_dir = 'images'
+
+tag_size = 'size'
+tag_object = 'object'
+tag_name = 'name'
+tag_bndbox = 'bndbox'
+# 1 Вантажівка, 2 Машина легкова
+name_class_map = {'Truck': 1, 'Car': 2, 'Taxi': 2}
+
+
+def convert_xml(folder):
+    for f in os.listdir(folder):
+        if not f.endswith('.jpg'):
+            continue
+
+        os.makedirs(images_dir, exist_ok=True)
+        os.makedirs(labels_dir, exist_ok=True)
+
+        shutil.copy(os.path.join(folder, f), os.path.join(images_dir, f))
+        label = f'{Path(f).stem}.xml'
+
+        tree = et.parse(os.path.join(folder, label))
+        root = tree.getroot()
+        lines = []
+        size_dict = {size_ch.tag : size_ch.text for size_ch in root.findall(f'{tag_size}/*')}
+        width = int(size_dict['width'])
+        height = int(size_dict['height'])
+        for node_object in tree.findall(tag_object):
+            for node_object_ch in node_object:
+                if node_object_ch.tag == tag_name:
+                    class_num = name_class_map[node_object_ch.text]
+                if node_object_ch.tag == tag_bndbox:
+                    bbox_dict = {bbox_ch.tag: bbox_ch.text for bbox_ch in node_object_ch}
+                    xmin = int(bbox_dict['xmin'])
+                    xmax = int(bbox_dict['xmax'])
+                    ymin = int(bbox_dict['ymin'])
+                    ymax = int(bbox_dict['ymax'])
+                    c_w = (xmax - xmin) / width
+                    c_h = (ymax - ymin) / height
+                    c_x = xmin / width + c_w / 2
+                    c_y = ymin / height + c_h / 2
+            lines.append(f'{class_num} {c_x} {c_y} {c_w} {c_h}')
+
+        with open(os.path.join(labels_dir, f'{Path(label).stem}.txt'), 'w') as f:
+            f.writelines(lines)
+            f.close()
+
+
+if __name__ == '__main__':
+    convert_xml('datasets/others/UAVimages')
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