diff --git a/generative/inferers/inferer.py b/generative/inferers/inferer.py
index 6927f5ca..f65bdb20 100644
--- a/generative/inferers/inferer.py
+++ b/generative/inferers/inferer.py
@@ -347,14 +347,14 @@ def sample(
             latent = outputs
 
         with torch.no_grad():
-            image = autoencoder_model.decode_stage_2_outputs(latent) * self.scale_factor
+            image = autoencoder_model.decode_stage_2_outputs(latent / self.scale_factor)
 
         if save_intermediates:
             intermediates = []
             for latent_intermediate in latent_intermediates:
                 with torch.no_grad():
                     intermediates.append(
-                        autoencoder_model.decode_stage_2_outputs(latent_intermediate) * self.scale_factor
+                        autoencoder_model.decode_stage_2_outputs(latent_intermediate / self.scale_factor)
                     )
             return image, intermediates