diff --git a/parameters.json b/parameters.json
index 62cd342..795fa15 100644
--- a/parameters.json
+++ b/parameters.json
@@ -67,7 +67,7 @@
             "value": "[voltagetester,100],[tape,50],[ringcrimp,25],[else,75]",
             "type": "string",
             "help": "Comma-separated list of pixel widths for each label in the format [label,width]. By default any non-mentioned labels will not be resized, you can change this by passing [else,75]",
-            "param": "custom-raw-resize",
+            "param": "custom-raw-resize-pixels",
             "showIf": {
                 "parameter": "resize-raw-objects",
                 "operator": "eq",
@@ -142,6 +142,25 @@
             "help": "Whether to apply random rotation to objects",
             "param": "allow-rotate"
         },
+        {
+            "name": "Apply resize",
+            "value": false,
+            "type": "boolean",
+            "help": "Whether to change the size of the objects",
+            "param": "apply-resize"
+        },
+        {
+            "name": "Object size randomisation percantage",
+            "value": 50,
+            "type": "float",
+            "help": "How much change should be applied to object size? (in percentage)",
+            "param": "resize-percentage",
+            "showIf": {
+                "parameter": "apply-resize",
+                "operator": "eq",
+                "value": "true"
+            }
+        },
         {
             "name": "Apply motion blur?",
             "value": false,
diff --git a/transform.py b/transform.py
index 8b2c939..76f078e 100644
--- a/transform.py
+++ b/transform.py
@@ -35,6 +35,8 @@
 parser.add_argument('--objects', type=int, required=True, help="Maximum number of objects to generate")
 parser.add_argument('--allow-overlap', type=int, required=True, help="Whether objects are allowed to overlap")
 parser.add_argument('--allow-rotate', type=int, required=True, help="Whether to apply random rotation to objects")
+parser.add_argument('--apply-resize', type=int, required=True, help="Whether to change the size of the objects")
+parser.add_argument('--resize-percentage', type=int, required=False, help="How much change should be applied to object size? (in percentage)")
 parser.add_argument('--apply-motion-blur', type=int, required=True, help="Whether to apply blur to objects to simulate motion")
 parser.add_argument('--motion-blur-direction', type=int, required=False, help="What direction apply blur to objects to simulate motion (-1 for random)", default=-1)
 parser.add_argument('--object-area', type=str, required=True, help="x1,y1,x2,y2 coordinates of the valid area to place objects in the composite image")
@@ -74,6 +76,8 @@
 num_objects = args.objects
 allow_overlap = args.allow_overlap
 allow_rotate = args.allow_rotate
+apply_resize = args.apply_resize
+resize_percentage = args.resize_percentage
 crop_object_outside_area = args.crop_object_outside_area
 apply_motion_blur = args.apply_motion_blur
 blur_direction = args.motion_blur_direction
@@ -330,6 +334,8 @@ def adjust_bounding_boxes(objects, width, height, crop_box, strength=0.5):
 print('Objects to be generated:', args.objects)
 print('Allow overlap:', args.allow_overlap)
 print('Object area:', object_area)
+# print('MOE DEBUG: bg_images: ', bg_images)
+# print('MOE DEBUG: obj_images: ', obj_images)
 print('')
 
 for i in range(base_images_number):
@@ -363,8 +369,13 @@ def adjust_bounding_boxes(objects, width, height, crop_box, strength=0.5):
         if allow_rotate:
             object_image.rotate(random.uniform(0, 360))
 
-        object_width = object_image.width
-        object_height = object_image.height
+        if apply_resize:
+            random_percentage = random.uniform(resize_percentage, 100)
+            object_width = int(object_image.width * (random_percentage / 100))
+            object_height = int(object_image.height * (random_percentage / 100))
+        else:
+            object_width = object_image.width
+            object_height = object_image.height
 
         object_image.resize(object_width, object_height)
         if apply_motion_blur:
@@ -474,6 +485,8 @@ def adjust_bounding_boxes(objects, width, height, crop_box, strength=0.5):
                         'generated_by': 'composite-image-generator',
                         'allow_overlap': str(args.allow_overlap),
                         'allow_rotate': str(args.allow_rotate),
+                        'apply_resize': str(args.apply_resize),
+                        'resize_percentage': str(args.resize_percentage),
                         'apply_motion_blur': str(args.apply_motion_blur),
                         'motion_blur_direction': str(args.motion_blur_direction),
                         'object_area': str(args.object_area),