diff --git a/mmseg/visualization/local_visualizer.py b/mmseg/visualization/local_visualizer.py
index ee3d652c7b..7e612b5092 100644
--- a/mmseg/visualization/local_visualizer.py
+++ b/mmseg/visualization/local_visualizer.py
@@ -103,7 +103,7 @@ def _draw_sem_seg(self,
                       sem_seg: PixelData,
                       classes: Optional[List],
                       palette: Optional[List],
-                      with_labels: Optional[bool] = True) -> np.ndarray:
+                      with_labels: Optional[bool] = False) -> np.ndarray:
         """Draw semantic seg of GT or prediction.
 
         Args:
@@ -265,7 +265,7 @@ def add_datasample(
             # TODO: Supported in mmengine's Viusalizer.
             out_file: Optional[str] = None,
             step: int = 0,
-            with_labels: Optional[bool] = True) -> None:
+            with_labels: Optional[bool] = False) -> None:
         """Draw datasample and save to all backends.
 
         - If GT and prediction are plotted at the same time, they are