From a45be3892a1e0dd858a8121504e5acb17707ccca Mon Sep 17 00:00:00 2001 From: Olegs NIKISINS <onikisins@italix03.idiap.ch> Date: Tue, 20 Jun 2017 10:05:50 +0200 Subject: [PATCH] Added doc on frame differences + svm baseline for Replay attack DB --- doc/baselines.rst | 48 +++++++++++++++++++ doc/img/ROC_frame_diff_svm_replay_attack.pdf | Bin 0 -> 66653 bytes doc/resources.rst | 13 ++++- 3 files changed, 59 insertions(+), 2 deletions(-) create mode 100644 doc/img/ROC_frame_diff_svm_replay_attack.pdf diff --git a/doc/baselines.rst b/doc/baselines.rst index 7569495f..a891a61a 100644 --- a/doc/baselines.rst +++ b/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 diff --git a/doc/img/ROC_frame_diff_svm_replay_attack.pdf b/doc/img/ROC_frame_diff_svm_replay_attack.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a04d2b6c36a094b8ac1d941c812c8e724c0c083c GIT binary patch literal 66653 zcmY!laB<T$)HC5yU2{ia^)4<$1p|frq%1BQ8wLH4%7Rn{edolI#GL$e1^s};^weSn zBLxG6AO$-+uGG8~kU|S24H5oHS*gh-3g%!n`T>b0C8<Su3Z@_~mwrG|esXYXi9)o3 zet?Ucf__M9MTvsGXKrG8suPrUhSHu2u?qUG6(#P$C5a`e3MLQ(f-@3RGV{_E%s^ZP 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================================================================================ .. 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: -- GitLab