diff --git a/stable-diffusion.cpp b/stable-diffusion.cpp
index 38fd365..6cb24ab 100644
--- a/stable-diffusion.cpp
+++ b/stable-diffusion.cpp
@@ -95,6 +95,7 @@ public:
     std::shared_ptr<RNG> rng = std::make_shared<STDDefaultRNG>();
     int n_threads            = -1;
     float scale_factor       = 0.18215f;
+    float shift_factor       = 0.f;
 
     std::shared_ptr<Conditioner> cond_stage_model;
     std::shared_ptr<FrozenCLIPVisionEmbedder> clip_vision;  // for svd or wan2.1 i2v
@@ -325,9 +326,10 @@ public:
             scale_factor = 0.13025f;
         } else if (sd_version_is_sd3(version)) {
             scale_factor = 1.5305f;
+            shift_factor = 0.0609f;
         } else if (sd_version_is_flux(version)) {
             scale_factor = 0.3611f;
-            // TODO: shift_factor
+            shift_factor = 0.1159f;
         } else if (sd_version_is_wan(version) || sd_version_is_qwen_image(version)) {
             scale_factor = 1.0f;
         }
@@ -1463,7 +1465,11 @@ public:
         } else if (version == VERSION_CHROMA_RADIANCE) {
             // pass
         } else {
-            ggml_tensor_scale(latent, scale_factor);
+            ggml_tensor_iter(latent, [&](ggml_tensor* latent, int64_t i0, int64_t i1, int64_t i2, int64_t i3) {
+                float value = ggml_tensor_get_f32(latent, i0, i1, i2, i3);
+                value       = (value - shift_factor) * scale_factor;
+                ggml_tensor_set_f32(latent, value, i0, i1, i2, i3);
+            });
         }
     }
 
@@ -1505,7 +1511,11 @@ public:
         } else if (version == VERSION_CHROMA_RADIANCE) {
             // pass
         } else {
-            ggml_tensor_scale(latent, 1.0f / scale_factor);
+            ggml_tensor_iter(latent, [&](ggml_tensor* latent, int64_t i0, int64_t i1, int64_t i2, int64_t i3) {
+                float value = ggml_tensor_get_f32(latent, i0, i1, i2, i3);
+                value       = (value / scale_factor) + shift_factor;
+                ggml_tensor_set_f32(latent, value, i0, i1, i2, i3);
+            });
         }
     }