diff --git a/src/diffusers/image_processor.py b/src/diffusers/image_processor.py
index 0fffe67b0bdb..00d8588d5a2a 100644
--- a/src/diffusers/image_processor.py
+++ b/src/diffusers/image_processor.py
@@ -795,13 +795,11 @@ def apply_overlay(
                 The final image with the overlay applied.
         """
 
-        width, height = image.width, image.height
-
-        init_image = self.resize(init_image, width=width, height=height)
-        mask = self.resize(mask, width=width, height=height)
+        width, height = init_image.width, init_image.height
 
         init_image_masked = PIL.Image.new("RGBa", (width, height))
         init_image_masked.paste(init_image.convert("RGBA").convert("RGBa"), mask=ImageOps.invert(mask.convert("L")))
+
         init_image_masked = init_image_masked.convert("RGBA")
 
         if crop_coords is not None: