diff --git a/paddlehub/dataset/dataset.py b/paddlehub/dataset/dataset.py
index c7633cf7c2b1b03c67db193f40b34f11a6e0c54c..a064cde334336c42dbccb9b6a02a6a8d3c27d80b 100644
--- a/paddlehub/dataset/dataset.py
+++ b/paddlehub/dataset/dataset.py
@@ -167,7 +167,7 @@ class BaseDataset(object):
 
     def _load_label_data(self):
         with open(os.path.join(self.base_path, self.label_file), "r") as file:
-            return file.read().split("\n")
+            return file.read().strip().split("\n")
 
     def __str__(self):
         return "Dataset: %s with %i train examples, %i dev examples and %i test examples" % (