TY - GEN
T1 - Active user authentication for smartphones
T2 - 8th IEEE International Conference on Biometrics Theory, Applications and Systems, BTAS 2016
AU - Mahbub, Upal
AU - Sarkar, Sayantan
AU - Patel, Vishal M.
AU - Chellappa, Rama
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/12/19
Y1 - 2016/12/19
N2 - In this paper, automated user verification techniques for smartphones are investigated. A unique non-commercial dataset, the University of Maryland Active Authentication Dataset 02 (UMDAA-02) for multi-modal user authentication research is introduced. This paper focuses on three sensors - front camera, touch sensor and location service while providing a general description for other modalities. Benchmark results for face detection, face verification, touch-based user identification and location-based next-place prediction are presented, which indicate that more robust methods fine-tuned to the mobile platform are needed to achieve satisfactory verification accuracy. The dataset will be made available to the research community for promoting additional research.
AB - In this paper, automated user verification techniques for smartphones are investigated. A unique non-commercial dataset, the University of Maryland Active Authentication Dataset 02 (UMDAA-02) for multi-modal user authentication research is introduced. This paper focuses on three sensors - front camera, touch sensor and location service while providing a general description for other modalities. Benchmark results for face detection, face verification, touch-based user identification and location-based next-place prediction are presented, which indicate that more robust methods fine-tuned to the mobile platform are needed to achieve satisfactory verification accuracy. The dataset will be made available to the research community for promoting additional research.
UR - http://www.scopus.com/inward/record.url?scp=85011279362&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85011279362&partnerID=8YFLogxK
U2 - 10.1109/BTAS.2016.7791155
DO - 10.1109/BTAS.2016.7791155
M3 - Conference contribution
AN - SCOPUS:85011279362
T3 - 2016 IEEE 8th International Conference on Biometrics Theory, Applications and Systems, BTAS 2016
BT - 2016 IEEE 8th International Conference on Biometrics Theory, Applications and Systems, BTAS 2016
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 6 September 2016 through 9 September 2016
ER -