diff --git a/bob/learn/tensorflow/extractors/Base.py b/bob/learn/tensorflow/extractors/Base.py
index 3f41f882fc49b5d7edee0a89e6c76af1475c922f..c4e1064ff9278b9db778149dc4d2717f70d0ca06 100644
--- a/bob/learn/tensorflow/extractors/Base.py
+++ b/bob/learn/tensorflow/extractors/Base.py
@@ -20,7 +20,7 @@ def normalize_checkpoint_path(path):
 class Base:
     def __init__(self, output_name, input_shape, checkpoint, scopes,
                  input_transform=None, output_transform=None,
-                 input_dtype='float32', **kwargs):
+                 input_dtype='float32', extra_feed=None, **kwargs):
 
         self.output_name = output_name
         self.input_shape = input_shape
@@ -29,6 +29,7 @@ class Base:
         self.input_transform = input_transform
         self.output_transform = output_transform
         self.input_dtype = input_dtype
+        self.extra_feed = extra_feed
         self.session = None
         super().__init__(**kwargs)
 
@@ -60,8 +61,11 @@ class Base:
             self.load()
 
         data = np.ascontiguousarray(data, dtype=self.input_dtype)
+        feed_dict = {self.input: data}
+        if self.extra_feed is not None:
+            feed_dict.update(self.extra_feed)
 
-        return self.session.run(self.output, feed_dict={self.input: data})
+        return self.session.run(self.output, feed_dict=feed_dict)
 
     def get_output(self, data, mode):
         raise NotImplementedError()