diff --git a/src/diffusers/pipelines/visualcloze/visualcloze_utils.py b/src/diffusers/pipelines/visualcloze/visualcloze_utils.py
index 5d221bc1e8b1..efe5dff47623 100644
--- a/src/diffusers/pipelines/visualcloze/visualcloze_utils.py
+++ b/src/diffusers/pipelines/visualcloze/visualcloze_utils.py
@@ -110,7 +110,7 @@ def preprocess_image(
                         new_h = int(processed_images[i][j].height * (new_w / processed_images[i][j].width))
                         new_w = int(new_w / 16) * 16
                         new_h = int(new_h / 16) * 16
-                        processed_images[i][j] = self.height(processed_images[i][j], new_h, new_w)
+                        processed_images[i][j] = self._resize_and_crop(processed_images[i][j], new_h, new_w)
 
         # Convert to tensors and normalize
         image_sizes = []