OULU-NPU Database Access in Bob

This package is part of the signal-processing and machine learning toolbox Bob. This package provides an interface to the OULU-NPU database. The original data files need to be downloaded separately.

If you use this database, please cite the following publication:

         author = {Boulkenafet, Z. and Komulainen, J. and Li, Lei. and Feng, X. and Hadid, A.},
       keywords = {biometrics, face recognition, anti-spoofing, presentation attack, generalization, colour texture},
          month = May,
          title = {{OULU-NPU}: A mobile face presentation attack database with real-world variations},
        journal = {IEEE International Conference on Automatic Face and Gesture Recognition},
           year = {2017},


Complete Bob’s installation instructions. Then, to install this package, run:

$ conda install bob.db.oulunpu


For questions or reporting issues to this software package, contact our development mailing list.