diff --git a/api/onnx_web/chain/source_txt2img.py b/api/onnx_web/chain/source_txt2img.py
index 15ef79dc..ef470d9c 100644
--- a/api/onnx_web/chain/source_txt2img.py
+++ b/api/onnx_web/chain/source_txt2img.py
@@ -60,7 +60,7 @@ class SourceTxt2ImgStage(BaseStage):
         if latents is None:
             latents = get_latents_from_seed(params.seed, latent_size, params.batch)
         else:
-            latents = get_tile_latents(latents, dims, latent_size)
+            latents = get_tile_latents(latents, params.seed, latent_size, dims)
 
         pipe_type = params.get_valid_pipeline("txt2img")
         pipe = load_pipeline(
diff --git a/api/onnx_web/chain/upscale_outpaint.py b/api/onnx_web/chain/upscale_outpaint.py
index 9753b2b3..ec1a9f1c 100644
--- a/api/onnx_web/chain/upscale_outpaint.py
+++ b/api/onnx_web/chain/upscale_outpaint.py
@@ -79,7 +79,7 @@ class UpscaleOutpaintStage(BaseStage):
             if latents is None:
                 latents = get_latents_from_seed(params.seed, latent_size, params.batch)
             else:
-                latents = get_tile_latents(latents, dims, latent_size)
+                latents = get_tile_latents(latents, params.seed, latent_size, dims)
 
             if params.lpw():
                 logger.debug("using LPW pipeline for inpaint")
diff --git a/api/onnx_web/diffusers/utils.py b/api/onnx_web/diffusers/utils.py
index 02dcb35c..64bc354b 100644
--- a/api/onnx_web/diffusers/utils.py
+++ b/api/onnx_web/diffusers/utils.py
@@ -268,8 +268,9 @@ def get_latents_from_seed(seed: int, size: Size, batch: int = 1) -> np.ndarray:
 
 def get_tile_latents(
     full_latents: np.ndarray,
-    dims: Tuple[int, int, int],
+    seed: int,
     size: Size,
+    dims: Tuple[int, int, int],
 ) -> np.ndarray:
     x, y, tile = dims
     t = tile // LATENT_FACTOR
@@ -284,12 +285,9 @@ def get_tile_latents(
     tile_latents = full_latents[:, :, y:yt, x:xt]
 
     if tile_latents.shape[2] < t or tile_latents.shape[3] < t:
-        px = mx - tile_latents.shape[3]
-        py = my - tile_latents.shape[2]
-
-        tile_latents = np.pad(
-            tile_latents, ((0, 0), (0, 0), (0, py), (0, px)), mode="reflect"
-        )
+        extra_latents = get_latents_from_seed(seed, size, batch=tile_latents.shape[0])
+        extra_latents[:, :, 0:t, 0:t] = tile_latents
+        tile_latents = extra_latents
 
     return tile_latents