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bob
bob.pad.face
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1b193e55
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1b193e55
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7 years ago
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David GEISSBUHLER
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MIFS database added
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MIFS baselines added
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@@ -693,6 +693,82 @@ The ROC curves for the particular experiment can be downloaded from here:
...
@@ -693,6 +693,82 @@ The ROC curves for the particular experiment can be downloaded from here:
------------
------------
.. include:: links.rst
.. _bob.pad.face.baselines.other_db:
Baselines on other databases
--------------------------------------
This section summarizes the results of baseline face PAD experiments on other databases.
------------
MIFS database + LBP features of facial region + SVM classifier
========================================================================
To run this baseline on the :ref:`bob.pad.face.resources.databases.mifs` database, using the ``grandtest`` protocol, execute the following:
.. code-block:: sh
$ spoof.py mifs lbp-svm \
--sub-directory <PATH_TO_STORE_THE_RESULTS>
To evaluate the results computing EER, HTER and plotting ROC you can use the
following command:
.. code-block:: sh
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 "LBP features of facial region + SVM classifier + MIFS database" \
-F 7 \
--criterion EER \
--roc <PATH_TO_STORE_THE_RESULTS>/ROC.pdf
The EER/HTER errors for the :ref:`bob.pad.face.resources.databases.mifs` database are summarized in the Table below:
+-------------------+----------+----------+
| Protocol | EER,\% | HTER,\% |
+===================+==========+==========+
| ``grandtest`` | 27.143 | 32.353 |
+-------------------+----------+----------+
------------
MIFS database + Image Quality Measures as features of facial region + SVM classifier
========================================================================
To run this baseline on the :ref:`bob.pad.face.resources.databases.mifs` database, using the ``grandtest`` protocol, execute the following:
.. code-block:: sh
$ spoof.py mifs qm-svm \
--sub-directory <PATH_TO_STORE_THE_RESULTS>
To evaluate the results computing EER, HTER and plotting ROC you can use the
following command:
.. code-block:: sh
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 "IQM features of facial region + SVM classifier + MIFS database" \
-F 7 \
--criterion EER \
--roc <PATH_TO_STORE_THE_RESULTS>/ROC.pdf
The EER/HTER errors for the :ref:`bob.pad.face.resources.databases.mifs` database are summarized in the Table below:
+-------------------+----------+----------+
| Protocol | EER,\% | HTER,\% |
+===================+==========+==========+
| ``grandtest`` | 34.286 | 28.676 |
+-------------------+----------+----------+
------------
.. include:: links.rst
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