diff --git a/examples/community/clip_guided_stable_diffusion.py b/examples/community/clip_guided_stable_diffusion.py
index b24f987d..974f4ab2 100644
--- a/examples/community/clip_guided_stable_diffusion.py
+++ b/examples/community/clip_guided_stable_diffusion.py
@@ -146,7 +146,7 @@ class CLIPGuidedStableDiffusion(DiffusionPipeline):
             image = self.make_cutouts(image, num_cutouts)
         else:
             image = transforms.Resize(self.feature_extractor.size)(image)
-        image = self.normalize(image)
+        image = self.normalize(image).to(latents.dtype)
 
         image_embeddings_clip = self.clip_model.get_image_features(image)
         image_embeddings_clip = image_embeddings_clip / image_embeddings_clip.norm(p=2, dim=-1, keepdim=True)