diff --git a/doc/index.rst b/doc/index.rst
index e3f540864d87efd24b7bf40b649b5b1d2df0bab3..db73f8d37288c9d3cb5bd0ecc97a887a3af0272c 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -6,7 +6,9 @@
  Binary Segmentation Benchmark Package for Bob
 ===============================================
 
-Package to benchmark and evaluate a range of neural network architectures for binary segmentation tasks on 2D Eye Fundus Images (2DFI). 
+Package to benchmark and evaluate a range of neural network architectures for
+binary segmentation tasks on 2D Eye Fundus Images (2DFI). It is build using PyTorch.
+
 
 Users Guide
 ===========
diff --git a/doc/training.rst b/doc/training.rst
index ce9fbc2136a493d807dcb92e4a710ab5fcd14f5b..f756524f190a4656d91f22bfca0b4f23fbeca54e 100644
--- a/doc/training.rst
+++ b/doc/training.rst
@@ -312,7 +312,8 @@ Using your own configs
 ======================
 
 Instead of the default configs you can pass the full path of your
-customized dataset and model config.
+customized dataset and model config (both in PyTorch format).
+The default configs are stored under ``bob.ip.binseg/bob/ip/binseg/configs/``.
 
 .. code-block:: bash