diff --git a/src/diffusers/image_processor.py b/src/diffusers/image_processor.py
index f3070c1770a2..28a12f2d1364 100644
--- a/src/diffusers/image_processor.py
+++ b/src/diffusers/image_processor.py
@@ -48,7 +48,7 @@ class VaeImageProcessor(ConfigMixin):
             Resampling filter to use when resizing the image.
         do_normalize (`bool`, *optional*, defaults to `True`):
             Whether to normalize the image to [-1,1].
-        do_binarize (`bool`, *optional*, defaults to `True`):
+        do_binarize (`bool`, *optional*, defaults to `False`):
             Whether to binarize the image to 0/1.
         do_convert_rgb (`bool`, *optional*, defaults to be `False`):
             Whether to convert the images to RGB format.