Added doc on frame differences + svm baseline for Replay attack DB

doc/baselines.rst

@@ -193,4 +193,52 @@ 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`.
+
+To run this baseline on the `replayattack`_ database, using the ``grandtest`` protocol, execute the following:
+
+.. code-block:: sh
+
+    $ ./bin/spoof.py frame-diff-svm \
+    --database replay --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-ATTACK database" \
+    -F 7 \
+    --criterion EER \
+    --roc <PATH_TO_STORE_THE_RESULTS>/ROC.pdf
+
+The EER/HTER errors for `replayattack`_ database are summarized in the Table below:
+
++-------------------+----------+----------+
+|      Protocol     |  EER,\%  |  HTER,\% |
++===================+==========+==========+
+|   ``grandtest``   |  11.752  |  13.195  |
++-------------------+----------+----------+
+
+The ROC curves for the particular experiment can be downloaded from here:
+
+:download:`ROC curve <img/ROC_frame_diff_svm_replay_attack.pdf>`
+
+------------
+
+
 .. include:: links.rst

doc/resources.rst

@@ -42,7 +42,7 @@ The configuration files contain at least the following arguments of the ``spoof.
 .. _bob.pad.face.resources.face_pad.lbp_svm_replayattack:
 
 LBP features of facial region + SVM for REPLAY-ATTACK
-======================================================
+================================================================================
 
 .. automodule:: bob.pad.face.config.lbp_svm
    :members:
@@ -54,4 +54,13 @@ Image Quality Measures as features of facial region + SVM for REPLAY-ATTACK
 ================================================================================
 
 .. automodule:: bob.pad.face.config.qm_svm
-   :members:
\ No newline at end of file
+   :members:
+
+
+.. _bob.pad.face.resources.face_pad.frame_diff_svm_replayattack:
+
+Frame differences based features (motion analysis) + SVM for REPLAY-ATTACK
+================================================================================
+
+.. automodule:: bob.pad.face.config.frame_diff_svm
+   :members: