diff --git a/doc/baselines.rst b/doc/baselines.rst
index e03611d5923e16ad269eb43b4cb58cbd377c0d77..2d9ce83108cfa42e3c360374abf84c0491e31ace 100644
--- a/doc/baselines.rst
+++ b/doc/baselines.rst
@@ -347,4 +347,54 @@ The ROC curves for the particular experiment can be downloaded from here:
 ------------
 
 
+Frame differences based features (motion analysis) + SVM classifier
+========================================================================
+
+Detailed description of this PAD pipe-line is given at :ref:`bob.pad.face.resources.face_pad.frame_diff_svm_replayattack`.
+Note, that the same PAD pipe-line was used to run experiments on the Replay-Attack database.
+
+To run this baseline on the `Replay-Mobile`_ database, using the ``grandtest`` protocol, execute the following:
+
+.. code-block:: sh
+
+    $ ./bin/spoof.py frame-diff-svm \
+    --database replay-mobile --protocol grandtest --groups train dev eval \
+    --sub-directory <PATH_TO_STORE_THE_RESULTS>
+
+.. tip::
+
+    Similarly to the tip above you can run this baseline in parallel.
+
+To understand the settings of this baseline PAD experiment you can check the
+corresponding configuration file: ``bob/pad/face/config/frame_diff_svm.py``
+
+To evaluate the results computing EER, HTER and plotting ROC you can use the
+following command:
+
+.. code-block:: sh
+
+    ./bin/evaluate.py \
+    --dev-files  <PATH_TO_STORE_THE_RESULTS>/grandtest/scores/scores-dev  \
+    --eval-files <PATH_TO_STORE_THE_RESULTS>/grandtest/scores/scores-eval \
+    --legends "10 features for each window in Frame Differences + SVM classifier + Replay-Mobile database" \
+    -F 7 \
+    --criterion EER \
+    --roc <PATH_TO_STORE_THE_RESULTS>/ROC.pdf
+
+The EER/HTER errors for the `Replay-Mobile`_ database are summarized in the Table below:
+
++-------------------+----------+----------+
+|      Protocol     |  EER,\%  |  HTER,\% |
++===================+==========+==========+
+|   ``grandtest``   |  10.801  |  10.414  |
++-------------------+----------+----------+
+
+The ROC curves for the particular experiment can be downloaded from here:
+
+:download:`ROC curve <img/ROC_frame_diff_svm_replay_mobile.pdf>`
+
+------------
+
+
 .. include:: links.rst
+
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