diff --git a/stable-diffusion.cpp b/stable-diffusion.cpp
index 49f6530f3..853e17c77 100644
--- a/stable-diffusion.cpp
+++ b/stable-diffusion.cpp
@@ -1646,7 +1646,9 @@ class StableDiffusionGGML {
         } else {
             latent = gaussian_latent_sample(work_ctx, vae_output);
         }
-        process_latent_in(latent);
+        if (!use_tiny_autoencoder) {
+            process_latent_in(latent);
+        }
         if (sd_version_is_qwen_image(version)) {
             latent = ggml_reshape_4d(work_ctx, latent, latent->ne[0], latent->ne[1], latent->ne[3], 1);
         }