diff --git a/src/transformers/image_processing_utils.py b/src/transformers/image_processing_utils.py
index 287f10a630a77c..acf201daec3cad 100644
--- a/src/transformers/image_processing_utils.py
+++ b/src/transformers/image_processing_utils.py
@@ -26,7 +26,7 @@
 from .dynamic_module_utils import custom_object_save
 from .feature_extraction_utils import BatchFeature as BaseBatchFeature
 from .image_transforms import center_crop, normalize, rescale
-from .image_utils import ChannelDimension, PILImageResampling, is_scaled_image, to_numpy_array, valid_images
+from .image_utils import ChannelDimension, is_scaled_image, to_numpy_array, valid_images
 from .utils import (
     IMAGE_PROCESSOR_NAME,
     PushToHubMixin,
@@ -44,6 +44,8 @@
 if is_vision_available():
     from PIL import Image
 
+    from .image_utils import PILImageResampling
+
 logger = logging.get_logger(__name__)