diff --git a/modelscope/pipelines/cv/action_recognition_pipeline.py b/modelscope/pipelines/cv/action_recognition_pipeline.py
index 757f87e3..40cd0b50 100644
--- a/modelscope/pipelines/cv/action_recognition_pipeline.py
+++ b/modelscope/pipelines/cv/action_recognition_pipeline.py
@@ -33,7 +33,8 @@ class ActionRecognitionPipeline(Pipeline):
             'cuda' if torch.cuda.is_available() else 'cpu')
         self.infer_model = BaseVideoModel(cfg=self.cfg).to(self.device)
         self.infer_model.eval()
-        self.infer_model.load_state_dict(torch.load(model_path)['model_state'])
+        self.infer_model.load_state_dict(
+            torch.load(model_path, map_location=self.device)['model_state'])
         self.label_mapping = self.cfg.label_mapping
         logger.info('load model done')