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ECE Students Advised by Rama Chellappa win Best Poster Award and nVIDIA Best Paper Award at IEEE BTAS 2016

ECE Students Advised by Rama Chellappa win Best Poster Award and nVIDIA Best Paper Award at IEEE BTAS 2016

PhD students Upal Mahbub (ECE/UMIACS) and Sayantan Sarkar (ECE/UMIACS), and Assistant Professor Vishal M. Patel (ECE Rutgers, The State University of New Jersey), received “Best Poster” award at the IEEE 8th International Conference on Biometrics: Theory, Applications, and Systems (BTAS 2016). The conference was held September 6 – 9th, 2016, in Buffalo, New York.

Their paper, “Active User Authentication for Smartphones: A Challenge Data Set and Benchmark Results,” presents an investigation into automated user verification techniques for smartphones. The paper also introduces the Active Authentication Dataset 02 (AA02) for multi-modal user authentication research. Their research highlights the front camera, touch sensor, and location service features.

Benchmark results for face detection, face verification, touch-based user identification and location-based next-place prediction are also presented. The authors note that more robust methods that are adjusted specifically to the mobile platform are needed in order to achieve satisfactory verification accuracy.   

In addition, PhD student Swami Swaminathan (UMIACS), Postdoc student Azadeh Alavi (UMIACS), and Research Associate, Carlos Castillo (UMIACS/CS), received the nVIDIA “Best Paper” award for their paper, “Triplet Probabilistic Embedding for Face Verification and Clustering.”

Their paper proposes an approach for solving unconstrained face verification problems that couples a deep CNN-based architecture with a low-dimensional discriminative embedding, and this was learned using triplet probability constraints in a large margin fashion.

The proposed pipeline enables faster training time and improves face verification performance especially at low false acceptance rate. In addition, it provides significant advantages in terms of memory and for post-processing operations such as subject specific clustering. The paper demonstrates the robustness of the resulting deep features to challenges including age, blur, pose and clutter by performing simple clustering experiments on recently released unconstrained datasets.

Swaminathan, Alavi, and Castillo were presented a Tesla K40 GPU for their paper.

BTAS 2016 is a premier research conference focused on all aspects of biometrics. It is intended to have a broad scope, including advances in fundamental signal processing, image processing, pattern recognition, and statistical and mathematical techniques relevant to biometrics. 

Related Articles:
Alumnus Amr Adly makes Great Strides as Vice President for Graduate Studies and Research at Cairo University
Alumnus Aswin Sankaranarayanan Wins Excellence in Teaching Award at Carnegie Mellon University
MC2 Graduate Student Co-Advised by Papamanthou and Katz Receives Google Ph.D. Fellowship
Papamanthou Receives NSF CAREER Award to Improve Security in Cloud Computing
Apple Publishes Artificial Intelligence Paper for the First Time Ever Lead by UMD Alumnus
PhD student Upal Mahbub and Prof. Rama Chellappa win IEEE UEMCON best paper award 
Chellappa to Receive Distinguished Alumnus Award from Indian Institute of Science
Papamanthou Co-Organizes Workshop Focused on Secure Data Management Systems
Chellappa Named Distinguished University Professor
Dumitras Chairs Conference Session on Emerging Cyber Threats, Novel Attacks

September 20, 2016


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