diff --git a/modelscope/pipelines/cv/image_cartoon_pipeline.py b/modelscope/pipelines/cv/image_cartoon_pipeline.py
index f34be618..72fda989 100644
--- a/modelscope/pipelines/cv/image_cartoon_pipeline.py
+++ b/modelscope/pipelines/cv/image_cartoon_pipeline.py
@@ -39,10 +39,13 @@ class ImageCartoonPipeline(Pipeline):
         super().__init__(model=model, **kwargs)
         with device_placement(self.framework, self.device_name):
             self.facer = FaceAna(self.model)
-            self.sess_anime_head = self.load_sess(
-                os.path.join(self.model, 'cartoon_h.pb'), 'model_anime_head')
-            self.sess_anime_bg = self.load_sess(
-                os.path.join(self.model, 'cartoon_bg.pb'), 'model_anime_bg')
+            with tf.Graph().as_default():
+                self.sess_anime_head = self.load_sess(
+                    os.path.join(self.model, 'cartoon_h.pb'),
+                    'model_anime_head')
+                self.sess_anime_bg = self.load_sess(
+                    os.path.join(self.model, 'cartoon_bg.pb'),
+                    'model_anime_bg')
 
         self.box_width = 288
         global_mask = cv2.imread(os.path.join(self.model, 'alpha.jpg'))