IEEE INTERNATIONAL CONFERENCE ON IDENTITY, SECURITY AND BEHAVIOR ANALYSIS

2015 IEEE INTERNATIONAL CONFERENCE ON IDENTITY, SECURITY AND BEHAVIOR ANALYSIS The Hong Kong Polytechnic University Hong Kong 23 rd March 25 th March

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Welcome Message Message from General and Technical Program Chairs On behalf of the Organizing Committee, we would like to welcome you to the first edition of IEEE International Conference on Identity, Security and Behavior Analysis the new conference series for the biometric community. This conference is sponsored by the IEEE Biometrics Council. While there are several conferences on biometrics, the council advisory committee (AdCom) felt that a conference dedicated to identity, security and behavioral analysis solely sponsored by the IEEE Biometrics Council is needed to address issues that connect these themes as well as topics that are not traditionally covered by biometrics conferences. The conference received 57 papers. With great help from 77 reviewers the program chairs were able to manage the review process of the submissions. We sincerely thank the reviewers for their dedication and for volunteering their time and effort. Needless to say, without them we could not have done it. To choose the papers for the conference, we used the judgment of the reviewers to rank the papers. Based on the reviewers recommendations, the program chairs deliberated on all the submissions, except for those co-authored by a program chair. Non-conflicting program chair(s) handled the latter types of papers. The selected technical program is composed of a diverse set of novel contributions presented in oral and poster presentations. There are 14 papers that will be presented in four oral sessions, which is 24% of the submitted papers. Five more papers in a short oral session, and 9 other papers presented in two poster sessions. Each poster paper will also be presented in spotlight oral introduction, just proceeding the corresponding poster session. The program also consists of one plenary speech, two tutorials of advanced topics, and one panel session on emerging challenges in human identity and behavioral security of the security to enrich the conference program. We would like to thank each of our sponsors. NEC Hong Kong, The IET Publishing, Department of Computing and The Hong Kong Polytechnic University are graciously and generously sponsoring this conference. We also would like to thank the former and current Presidents of the IEEE Biometrics Council, Prof. Tieniu Tan and Prof. Venu Govindaraju for their support in getting this conference up and running. We hope you will enjoy ISBA 2015 and have a pleasant stay at Hong Kong. You are part of history in the making! Technical Program Co-Chairs Brian Lovell, The University of Queensland, Australia Sudeep Sarkar, University of South Florida, USA Nasir Memon, New York University, USA Zhenan Sun, Chinese Academy of Sciences, China General Co-Chairs Rama Chellappa, University of Maryland, USA Josef Kittler, University of Surrey, UK Ajay Kumar, Hong Kong Polytechnic University, Hong Kong www.isba2015.org 3

Program Schedule Monday 08:00 09:00 Monday 09:00 10:45 Monday 10:45 11:00 Monday 11:00 12:30 Monday 12:30 14:00 Monday 14:00 15:30 Monday 15:30 15:45 Monday 15:45 17:00 Tuesday 08:30-09:30 Tuesday 09:00-09:20 Tuesday 09:20-10:20 Monday, March 23, 2015 Registration Venue: Registration Desk, Reception Area (M1607) Tutorial: Deep Learning Speaker: Xiaogang Wang (Chinese University of Hong Kong), Li-Ka Shing Tower Coffee Break, Venue: Reception Area (M1607) Tutorial: Deep Learning (Contd.) Speaker: Xiaogang Wang (Chinese University of Hong Kong), Li-Ka Shing Tower Working Lunch Venue: PolyU Staff Club, 5/F Communal Building Tutorial: Sparse Representations, Dictionary Learning and Domain Adaptation for Image and Video-based Authentication Speaker: Rama Chellappa (University of Maryland), Li-Ka Shing Tower Coffee Break, Venue: Reception Area (M1607) Tutorial: Sparse Representations, Dictionary Learning and Domain Adaptation for Image and Video-based Authentication (Contd.) Speaker: Rama Chellappa (University of Maryland), Li-Ka Shing Tower Tuesday, March 24, 2015 Registration Venue: Registration Desk, Reception Area (M1607) Opening Address, Welcome Address Welcome by Conference Chairs Keynote Talk: Implicit Authentication via Biometrics: Usability Triumph or Privacy Disaster? Speaker: M. Angela Sasse (University College London) Session Chair: Rama Chellappa (University of Maryland, USA) Tuesday 10:20-10:50 Coffee Break, Venue: Reception Area (M1607) 4 www.isba2015.org

Tuesday 10:50-12:10 O1 O2 O3 O4 Tuesday 12:10-14:00 Tuesday 12:15-14:00 Tuesday 14:00-15:00 Oral Session I: Gait and Gender Session Chair: P C Yuen (Hong Kong Baptist University, Hong Kong) Orientation Invariant Gait Matching Algorithm based on the Kabsch Alignment Ravichandran Subramanian (University of South Florida), Sudeep Sarkar (University of South Florida), Miguel Labrador (University of South Florida), Kristina Contino (University of South Florida), Christopher Eggert (University of South Florida), Omar Javed (SRI International Princeton), JieJie Zhu (SRI International Princeton),Hui Cheng (SRI International Princeton) Kernelised Orthonormal Random Projection on Grassmann Manifolds with Applications to Action and Gait-based Gender Recognition Kun Zhao (The University of Queensland), Arnold Wiliem (The University of Queensland), Brian C. Lovell (The University of Queensland) Towards More Reliable Matching for Person Re-identification Xiang Li (Sun Yat-Sen University), Ancong Wu (Sun Yat-Sen University), Mei Cao (East China Normal University), Jinjie You (Sun Yat-Sen University, Shandong University), Wei-Shi Zheng (Sun Yat-Sen University) Real-World Gender Recognition Using Multi-order LBP and Localized Multi-Boost Learning Dong Cao (Center for Research on Intelligent Perception and Computing,NLPR, CASIA), Ran He (Center for Research on Intelligent Perception and Computing,NLPR, CASIA), Man Zhang (Center for Research on Intelligent Perception and Computing,NLPR, CASIA), Zhenan Sun (Center for Research on Intelligent Perception and Computing,NLPR, CASIA), Tieniu Tan (Center for Research on Intelligent Perception and Computing,NLPR, CASIA) Lunch Venue: PolyU Staff Club (5/F, Communal Building) Doctoral Consortium Lunch Meeting (for selected participants) Consortium Talk: So You Want to be a Professor? Do's and Don ts Speaker: Rama Chellappa (University of Maryland, USA) Venue: PQ703 (Mong Man Wei Building) Invited Talk: Àadhaar: Touching a Billion Lives Speaker: Vijay S Madan Unique Identification Authority of India (UIDAI), India Session Chair: Brian C. Lovell (The University of Queensland, Australia) www.isba2015.org 5

Program Schedule Tuesday, March 24, 2015 Tuesday 15:00-15:30 P1 P2 P3 P4 P5 Spotlights: Poster Session I Session Chair: Kenneth Lam (The Hong Kong Polytechnic University) Cardiac Radar for Biometric Identification using Nearest Neighbour of Continuous Wavelet Transform Peaks Daniel Rissacher (Clarkson University), Daniel Galy (Clarkson University), Stephanie Schuckers (Clarkson University), Wei Zhang (Clarkson University), Mark Southcott (Clarkson University), Luke Rumbaugh (Clarkson University), William Jemison (Clarkson University) Towards EEG Biometrics: Pattern Matching Approaches for User Identification Qiong Gui (Binghamton University), Zhanpeng Jin (Binghamton University), Maria V. Ruiz Blondet (Binghamton University), Sarah Laszlo (Binghamton University) Improvement of Human Identification Accuracy by Wavelet of Peak-aligned ECG Jeffry Bonar Fernando (Panasonic Corporation), Koji Morikawa (Panasonic Corporation) Assessment of Permanence of Non-volitional EEG Brainwaves as a Biometric Maria V. Ruiz Blondet (Binghamton University), Sarah Laszlo (Binghamton University), Zhanpeng Jin (Binghamton University) Prior Resemblance Probability of Users for Multimodal Biometrics Rank Fusion Hossein Talebi (University of Calgary), Marina L. Gavrilova (University of Calgary) Doctoral Consortium Poster Spotlights DC1 DC2 DC3 DC4 Expanding the Human-Biometric Sensor Interaction Model to Identity Claim Scenarios (Josh Robertson, University of Kent) Deep Siamese Network for Periocular Recognition (Lie Nie, Shenzhen Institute of Advanced Technology) Fast 3D Fingerprint Identification using Single Camera and Colored Illuminations (Chenhao Lin, The Hong Kong Polytechnic University) On Accurate Iris Segmentation under Relaxing Environment (Zijing Zhao, The Hong Kong Polytechnic University) 6 www.isba2015.org

DC5 DC6 DC7 DC8 DC9 DC10 DC11 DC12 Tuesday 15:30-16:20 Tuesday 16:20-17:20 O5 O6 O7 Fingerprint Indexing Approach based on Minutiae Vicinity (Guoqiang Li, Gjøvik University College, NISlab) Probabilistic Inference on Facial Action Unit by Dynamic Bayesian Network (Loh Yee Koon, Universiti Sains Malaysia) Palm Vein Extraction using Gabor Filter and Canny Edge Detector (Shriram Raut, Solapur University) Image Super-resolution based on Sparse Coding Technique (Hailiang Li, The Hong Kong Polytechnic University) Continuous Authentication using Behavioural Biometrics (Shoumik Mondal, Gjøvik University College, NISlab) Activity Detection based Continuous Authentication (Ravichandran Subramanian, University of South Florida) Sparsity and Dictionary Learning based Medical Data Classification (Mettu Srinivas, IIT Hyderabad) Preliminary Investigation of Iris Classification using Iris Fiber Structures in the Context of Large-scale De-duplication Applications (N. Pattabhi Ramaiah, IIT Hyderabad) Poster Session and Coffee Break Venue: Reception Area (M1607) Oral Session II: Iris and Ocular Session Chair: Wei-Shi Zheng (Sun Yat-Sen University, China) Modeling the Individuality of Iris Pattern and the Effectiveness of Inconsistent Bit Masking Strategy Bin Li (Beijing Institute of New Technology Applications), Zifei Yan (Harbin Institute of Technology), Wangmeng Zuo (Harbin Institute of Technology), Feng Yue (Beijing Institute of New Technology Applications) Iris Recognition Based on Human-Interpretable Features Jianxu Chen (University of Notre Dame), Feng Shen (University of Notre Dame), Danny Z. Chen (University of Notre Dame), Patrick J. Flynn (University of Notre Dame) Person Identification at a Distance via Ocular Biometrics Aishwarya Jain (IIIT Delhi), Paritosh Mittal (IIIT Delhi), Gaurav Goswami (IIIT Delhi), Mayank Vatsa (IIIT Delhi), Richa Singh (IIIT Delhi) www.isba2015.org 7

Program Schedule Tuesday 18:30-21:00 Banquet Dinner Tuesday, March 24, 2015 Banquet Dinner Venue: PolyU Staff Club (5/F, Communal Building) Games Identity and Identification: Can You Predict? ISBA 2015 Best Paper Award ISBA 2015 Best Student Paper Award ISBA 2015 Awards ISBA 2015 Special Contribution Award ISBA 2015 Best Doctoral Consortium Presentation Award ISBA 2015 Best Reviewers Awards IJCB 2014 Best Poster Awards (Day 1, Day2) 8 www.isba2015.org

Wednesday, March 25, 2015 Wednesday 08:30 09:30 Registration Venue: Registration Desk, Reception Area (M1607) Wednesday 09:00 10:00 Panel Session Session Chair: Rama Chellappa (University of Maryland, USA) Identity and Behavior Analysis: Two Sides of the Security Coin Panelist: Panelist: Brian C. Lovell (The University of Queensland), M. Angela Sasse (University College of London), Mayank Vatsa (IIIT Delhi), P C Yuen (Hong Kong Baptist University) Wednesday 10:00 10:15 P6 P7 P8 P9 Spotlights: Poster Session II Session Chair: Allen Au (The Hong Kong Polytechnic University) Effect of Data Size on Performance of Free-text Keystroke Authentication Jiaju Huang (Clarkson University), Daqing Hou (Clarkson University) Stephanie Schuckers (Clarkson University), Zhenhao Hou (Brown University) Expanding the Human-Biometric Sensor Interaction Model to Identity Claim Scenarios Stephen J. Elliott (Purdue University), Kevin O'Connor (Purdue University), Eric Bartlow (Purdue University), Joshua J. Robertson (University of Kent), Richard M. Guest (University of Kent) An efficient technique for Image Contrast Enhancement using Artificial Bee Colony Piyush Joshi (Indian Institute of Technology Indore), Surya Prakash (Indian Institute of Technology Indore) Efficient Blind Image Deblurring Method for Palmprint Images Muhammad Saad Shkeel (South China University of Technology), Wenxiong Kang (South China University of Technology) Wednesday 10:15 11:10 Poster Session and Coffee Break Venue: Reception Area (M1607) www.isba2015.org 9

Program Schedule Wednesday 11:10 12:10 O8 O9 O10 Wednesday, March 25, 2015 Oral Session III: Patterns and Behavioural Analysis Session Chair: Christophe Rosenberger (ENSICAEN, France) Quality of Online Signature Templates Napa Sae-Bae (New York University, Abu Dhabi), Nasir Memon (New York University, New York) A Two-Stage Estimation Method for Depth Estimation of Facial Landmarks Xun Gong (Southwest Jiaotong University), Zehua Fu (Southwest Jiaotong University), Xinxin Li (Jincheng College of Sichuan University), Lin Feng (Sichuan Normal University) Context Independent Continuous Authentication using Behavioural Biometrics Soumik Mondal (Gjøvik University College, NISlab), Patrick Bours (Gjøvik University College, NISlab) Wednesday 12:10 14:00 Lunch Venue: PolyU Staff Club (5/F, Communal Building) Wednesday 14:00 15:00 Short Oral Presentations Session Chair: Richa Singh (IIIT Delhi, India) Tattoo Recognition Technology - Challenge (Tatt-C): An Open Tattoo Database for Developing Tattoo Recognition Research Mei Ngan (National Institute of Standards and Technology, NIST), Patrick Grother (National Institute of Standards and Technology, NIST) Locality Preserving Discriminant Projection Gitam Shikkenawis (Dhirubhai Ambani Institute of Information and Communication Technology), Suman Mitra (Dhirubhai Ambani Institute of Information and Communication Technology) Blind Minutiae Selection for Standard Minutiae Templates Zhigang YAO (ENSICAEN), Benoit Vibert (ENSICAEN), Christophe Charrier (Universite de Caen Basse Normandie), Christophe Rosenberger (ENSICAEN) Investigating Users Readiness to Trade-Off Biometric Fingerprint Data Tzipora Halevi (New York University, New York), Trishank Karthik Kuppusamy (New York University, New York), Meghan Caiazzo (New York University, New York), Nasir Memon (New York University, New York) 10 www.isba2015.org

On Motion Sensors as Source for User Input Inference in Smartphones Chao Shen (Xi'an Jiaotong University), Shichao Pei (Xi'an Jiaotong University), Tianwen Yu (Xi'an Jiaotong University), Xiaohong Guan (Xi'an Jiaotong University, Tsinghua University) Wednesday 15:00 15:20 Coffee Break, Venue: Reception Area (M1607) Wednesday 15:20-16:40 O11 O12 O13 O14 Oral Session IV : Biometric Retrieval and Reply Attacks Session Chair: Daniel J. Rissacher, (Clarkson University, USA) An Efficient Finger Vein Indexing Scheme Based on Unsupervised Clustering Ramachandra Raghavendra (Gjøvik University College, NBlab), Jayachander Surbiryala (Gjøvik University College, NBlab), Christoph Busch(Gjøvik University College, NBlab) Binary Watermarks: A Practical Method to Address Face Recognition Replay Attacks on Consumer Mobile Devices Daniel F. Smith (The University of Queensland), Arnold Wiliem (The University of Queensland), Brian C. Lovell (The University of Queensland) Keystroke Dynamics Performance Enhancement With Soft Biometrics Syed Zulkarnain Syed Idrus (Universiti Malaysia Perlis, ENSICAEN), Estelle Cherrier (ENSICAEN), Christophe Rosenberger (ENSICAEN), Soumik Mondal (Gjøvik University College, NISlab), Patrick Bours (Gjøvik University College) A Novel Fingerprint Indexing Approach Focusing on Minutia Location and Direction Guoqiang Li (Gjøvik University College, NISlab), Bian Yang (Gjøvik University College, NISlab), Christoph Busch (Gjøvik University College, NISlab) Wednesday 16:40 16:50 Closing Remarks www.isba2015.org 11

Organizing Committee General Chairs Rama Chellappa, University of Maryland, USA Josef Kittler, University of Surrey, UK Ajay Kumar, Hong Kong Polytechnic University, Hong Kong Program Chairs Brian Lovell, The University of Queensland, Australia Sudeep Sarkar, University of South Florida, USA Nasir Memon, New York University, USA Zhenan Sun, Chinese Academy of Sciences, China Award Committee Chair Mark Nixon, University of Southampton, UK Finance Chair Stephanie Schuckers, Clarkson University, USA Tutorial Chair Nalini Ratha, IBM, USA Doctoral Consortium Chair Ioannis Kakadiaris, University of Houston, USA Local Arrangements Chairs Man Ho Au, Hong Kong Polytechnic University, Hong Kong Pong C Yuan, Hong Kong Baptist University, Hong Kong Sponsorship Chairs Kenneth K. M. Lam, Hong Kong Polytechnic University, Hong Kong Arun Ross, Michigan State University, USA Publicity Chair Raffaele Cappelli, University of Bologna, Italy Publications Chair Richa Singh, IIIT Delhi, India 12 www.isba2015.org

Local Organizing Committee Members Ho Man Cheng Pobin Huang Jin Huan Chenhao Lin Jun Liu Pattabhi Ramaiah Nalla Tsung-ying Wang Kin Wai Yeung Hang Zhang Zijing Zhao www.isba2015.org 13

Program Committee Program Committee Members Adams Kong, Nanyang Technological University, Singapore Ajay Kumar, Hong Kong Polytechnic University, Hong Kong Alex Stoianov, Office of the Information and Privacy Commissioner/Ontario Amine Nait-Ali, Université Paris-Est Créteil, France Andrew Teoh, Yonsei University, Korea Andrzej Drygajlo, Swiss Federal Institute of Technology, Switzerland Anoop Namboodiri, IIIT Hydrabad, India Anuj Srivastava, Florida State University, USA Arun Ross, Michigan State University, USA Bian Yang, Gjøvik University College, Norway Brian Martin, MorphoTrust, USA Chi-Ho Chan, University of Surrey, UK Christian Rathgeb, Hochschule Darmstadt, Germany Christoph Busch, Fraunhofer Institute, Germany Damon Woodard, University of Florida, USA Davide Maltoni, University of Bologna, Italy Fernando Alonso-Fernandez, Halmstad University, Sweden George Bebis, University of Nevada, USA Guodong Guo, West Virginia University, USA Hugo Proença, University of Beira Interior, Portugal Ing. Ekenel, Istanbul Technical University, Turkey Ioanins Kakadiaris, University of Houston, USA Jaihie Kim, Yonsei University, Korea James Matey, NIST, USA Javier Hernando, Universitat Politécnica de Catalunya, Spain Javier Ortega-Garcia, Universidad Autnoma de Madrid, Spain Jianjiang Feng, Tsinghua University, China Jie Tian, Chinese Academy of Sciences, China Jonathon Phillips, NIST, USA Julien Bringer, Morpho, France Julian Fierrez, Universidad Autonoma de Madrid, Spain Kar-Ann Toh, Yonsei University, Korea Karl Ricanek, Univ. North Carolina, USA Karthik Nandakumar, Institute for Infocomm Research, Singapore Kevin Bowyer, University of Notre Dame, USA Kiran Balagani, New York Institute of Technology, USA Krzysztof Kryszczuk, PatternLab, Switzerland Liming Chen, école Centrale de Lyon, France Lin Zhang, Tongji University, China Luuk Spreeuwers, University of Twente, The Netherlands Man Ho Au, Hong Kong Polytechnic University, Hong Kong 14 www.isba2015.org

Marcos Faundez-Zanuy, EUP de Mataró, Spain Maria Marsico, University of Rome La Sapienza, Italy Marios Savvides, Carnegie Mellon University, USA Mark Nixon, University of Southampton, UK Mayank Vatsa, IIIT Delhi, India Michael Fairhurst, University of Kent, UK Nalini Ratha, IBM Research, USA Natalia Schmid, West Virginia Univ., USA Nicholas Evans, EURECOM, France Norman Poh, University of Surrey, UK Patrick Grother, NIST, USA Patrick Flynn, University of Notre Dame, USA Patrizio Campisi, University of Roma TRE, Italy Pong Yuen, Hong Kong Baptist University, Hong Kong Pradeep Buddharaju, University of Houston Clear Lake, USA Qijun Zhao, Sichuan University, China Raghavendra Ramachandra, Gjøvik University College, Norway Rama Chellappa, University of Maryland, USA Ran He, Chinese Academy of Sciences, China Raymond Veldhuis, University of Twente, Nederlands Richard Lazarick, CSC Identity Labs, USA Richa Singh, IIIT Delhi, India Ruben Vera-Rodriguez, Universidad Autonoma de Madrid, Spain Seong-Whan Lee, Korea University, Korea Shaokang Chen, University of Queensland, Australia Sonia Garcia-Salicetti, Institut TELECOM, France Stan Li, Chinese Academy of Sciences, China Stephanie Schuckers, Clarkson Univ., USA Stephen Elliott, Purdue University, USA Vijayakumar Bhagavatula, Carnegie Mellon University, USA Vivek Kanhangad, Indian Institute of Technology Indore, India Wei-Shi Zheng, Sun Yat-sen University, China Wei-Yun Yau, Institute for Infocomm Research,Singapore Wenxiong Kang, South China University of Technology, China Yasushi Yagi, Osaka Univ, Japan Yunhong Wang, Beihang University, China Zahid Akhtar, University of Udine, Italy Zhen Lei, Chinese Academy of Sciences, China Zhenan Sun, Chinese Academy of Sciences, China www.isba2015.org 15

Conference Venue Main Conference (15/F) Registration, Tutorials Spotlights, Panel Session Lunches (5/F) Banquet Dinner Doctoral Consortium Meeting/Lunch (7/F) 16 www.isba2015.org

ADMISSION Admission to ALL sessions of the ISBA 2015 is restricted to registered participants. The registration badge is valid in the campus of The Hong Kong Polytechnic University from, 23-25 March 2015, Monday through Wednesday. All conference sessions will be held in M1603 at the campus of The Hong Kong Polytechnic University. Oral and poster sessions will be conducted in the M1603 and M1607 respectively. Wi-Fi ACCESS Free Wi-Fi is available to all the participants during the conference. Participants can select the SSID Wi-Fi.HK via PolyU to avail free internet access. access the ON-SITE REGISTRATION Registration will be conducted outside M1607 during the following days and hours: Date Time 23 March 8:00-9:00 24 March 8:30-17:00 25 March 8:30-9:30 Registration fees, payable in US dollar or HK dollar* are as follows: * Current Rate is 1US$ = 7.8 US$ Registration Fee for ISBA 2015 By 24 February 2015 After 24 February 2015 On-site 23-25 March 2015 Regular USD 350 USD 450 USD 450 Students USD 150 USD 200 USD 200 Note: Above registration fee is for one person that covers all plenary / presentation sessions, coffee breaks, two lunches (each on 24-25 March), banquet, one copy of the Proceedings and Conference Souvenir. Full-time Students are required to send/show their valid identity card. Registration payments must be received by the registration deadline for the rate at which you registered; if payment is not received by the deadline, you will be responsible for the higher rate. CURRENCY, BANKING, EXCHANGE SERVICES The unit of Hong Kong Currency is the Hong Kong dollar (HK$) and the current exchange rate is 1US$1 = 7.8HK$. Foreign currency or travellers cheques can be changed at local banks, hotels and money changers. Most major credit cards (AMERICAN EXPRESS, DINERS CLUB, VISA, MASTERCARD, etc.) are widely accepted throughout Hong Kong. On-campus banks are located within short distances from the conference venue. www.isba2015.org 17

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