Dataset Groups Activity Stream OULU-NPU Face presentation attack detection using video-based methods that analyze facial motion in successive video frames. BibTex: @dataset{Usman_Muhammad_and_Md_Ziaul_Hoque_and_Mourad_Oussalah_and_Jorma_Laaksonen_2024, abstract = {Face presentation attack detection using video-based methods that analyze facial motion in successive video frames.}, author = {Usman Muhammad and Md Ziaul Hoque and Mourad Oussalah and Jorma Laaksonen}, doi = {10.57702/t2s9d6pe}, institution = {No Organization}, keyword = {'Face Anti-Spoofing', 'Facial Motion', 'Mobile Face Presentation Attack', 'Real-World Variations', 'Spoof Detection', 'Video-based Methods'}, month = {dec}, publisher = {TIB}, title = {OULU-NPU}, url = {https://service.tib.eu/ldmservice/dataset/oulu-npu}, year = {2024} }