diff --git a/gatherImages.py b/gatherImages.py
new file mode 100644
index 0000000..dacaa32
--- /dev/null
+++ b/gatherImages.py
@@ -0,0 +1,22 @@
+import glob
+import os
+import uuid
+from PIL import Image
+
+my_path = "batch/"
+main_dir = "filteredImages/"
+files = glob.glob(my_path + '/**/*.jpg', recursive=True)
+
+for file in files:
+    im = Image.open(file)
+    if (im.width<512 or im.height<512):
+        print("Image too small: " + file)
+        continue
+    # Generate guid
+    im.close()
+    guid = str(uuid.uuid4())
+    filename=guid + ".jpg"
+    os.rename(
+        file,
+        main_dir + filename
+    )