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IEEE Computer Society Workshop on Biometrics · CVPR 2020

CVPR 2020 Biometrics Workshop

In conjunction with CVPR 2020 · Workshop date: June 19, 2020

Call for Papers

With a very security conscious society, biometrics based authentication and identification have become center of focus for many important applications as it is believed that biometrics can provide accurate and reliable identification. Biometrics research and technology continue to mature rapidly, driven by pressing industrial and government needs and supported by industrial and government funding. As the number and types of biometrics architectures and sensors increases, the need to disseminate research results increases as well. This workshop is intended to be positioned at the frontier of biometrics research and showcase the most excellent and advanced work underway at academic and private research organizations as well as government labs.

Many of the applications require higher level of accuracy performance not feasible with a single biometrics today. Additionally, it is also believed that fusing multiple biometrics will also improve wider coverage of population who may not be able to provide a single biometrics and also improve security of the systems in terms of spoof attacks. This workshop will address all aspects of research issues in different modes and levels of fusion of biometrics samples, sensing modes and modalities with a sole goal of improving performance of biometrics. Theoretical studies on sensor fusion techniques applied to biometrics authentication, recognition and performance are encouraged. The topics of interest are:

- Sensing; intensity, depth, thermal, pressure, time-series, exotic - Face, finger, ear, eye, iris, retina, vein pattern, palm, gait, foot, exotic - Biometric template computation and feature extraction, matching - Data and performance baselines - Evolution of standards, competitions and organized challenge problems - Score level, decision level and feature level integration - Architectures for integration, evidence integration - Fusion based identification techniques - Normalization techniques involved in fusion techniques - Machine learning techniques in biometrics fusion - Public databases and score files in multi-biometrics - Application dependence personalization of multi-biometrics systems - Theoretical studies in showing models for integration - Performance modeling, prediction and evaluation of multi-biometrics systems - Security improvement assessment for multi-biometrics systems

Overall Meeting Sponsors

Computer Vision Foundation logoIEEE Computer Society logo

Organizing Committee

General Chair: Bir Bhanu (University of California, Riverside, bbhanu@ucr.edu)

Program Chair: Ajay Kumar (The Hong Kong Polytechnic University, Ajay.Kumar@polyu.edu.hk)

Program Committee

Important Dates

Paper submission: March 4, 2020 (11:59pm PST) Decisions: April 13, 2020 Camera ready papers due: April 18, 2020

Workshop Date: June 19, 2020

Technical Program

S1 Face Recognition (9:00-10:00am), Session Chair: Iacopo Masi (University of Southern California, USA)
  On Improving the Generalization of Face Recognition in the Presence of Occlusions (9:00-9:20)
  Xiang Xu (Amazon), Nikolaos Sarafianos (Facebook), Ioannis Kakadiaris (University of Houston, USA)
  Class-Balanced Training for Deep Face Recognitionn (9:20-9:40)
  Yaobin Zhang (Beijing University of Posts and Telecommunications, China); Weihong Deng (Beijing University of Posts and Telecommunications, China)
  A Comprehensive Study on Loss Functions for Cross-Factor Face Recognition (9:40-10:00)
  Gee-Sern Hsu (National Taiwan University of Science and Technology, Taiwan); Hung-Yi Wu (National Taiwan University of Science and Technology, Taiwan); Moi Hoon Yap (Manchester Metropolitan University, Taiwan)
  Coffee Break (10:00-10:30am)                
  Invited Talk (10:30pm to 11:30pm), Session Chair:  Bir Bhanu (University of California Riverside, USA)
  Yasushi Yagi, Osaka University, Japan
  Title: Human Gait Analysis and Its Applications
S2 Biometrics Systems Security (11:30-12:30pm), Session Chair: TBD
  Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing (11:30-11:50)
  Suman Saha (ETH Zurich, Switzerland); Wenhao Xu (ETH Zurich, Switzerland); Menelaos Kanakis (ETH Zurich, Switzerland); Stamatios Georgoulis (ETH Zurich, Switzerland); Yuhua Chen (ETH Zurich, Switzerland); Danda Pani Paudel (ETH Zürich, Switzerland); Luc Van Gool (ETH Zurich, Switzerland)
  Defending Black Box Facial Recognition Classifiers Against Adversarial Attacks (11:50-12:10)
  Rajkumar Theagarajan (University of California, Riverside, USA); Bir Bhanu (UC Riverside, USA)
  Adversarial Light Projection Attacks on Face Recognition Systems: A Feasibility Study (12:10-12:30)
  Dinh-Luan Nguyen (Michigan State University, USA), Sunpreet Arora (Visa Research, USA), Yuhang Wu (Visa Research, USA), Hao Yang (Visa Research, USA)
  Lunch Break (12:30-2:00pm)                  
S3 Person Re-identification and Recognition (2:00-3:00pm), Session Chair:TBD
  When Person Re-identification Meets Changing Clothess (2:00-2:20)
  Fangbin Wan (Fudan University, China), Yang Wu (Kyoto University, Japan), Xuelin Qian (Fudan University, China), Yixiong Chen (Fudan university, China),  Yanwei Fu (Fudan University, China)
  Quality Guided Sketch-to-Photo Image Synthesis (2:20-2:40)
  Uche Osahor (West Virginia University, USA). Hadi Kazemi (West Virginia University, USA),  Ali Dabouei (West Virginia university, USA), Nasser Nasrabadi (West Virginia University, USA)
  Triple-GAN: Progressive Face Aging with Triple Translation Loss (2:40-3:00)
  Han Fang (Beijing University of Posts and Telecommunications, China), Weihong Deng (Beijing University of Posts and Telecommunications, China), Yaoyao Zhong (Beijing University of Posts and Telecommunications, China), Jiani Hu (Beijing University of Posts and Telecommunications, China)
S4 Fingerprint and Template Protection (3:00-4:00pm), Session Chair: TBD
  Latent Fingerprint Image Enhancement based on Progressive Generative Adversarial Network (3:00-3:20)
  Xijie Huang (Shanghai Jiao Tong University, China), Peng Qian (Shanghai Jiao Tong University, China). Manhua Liu (Shanghai Jiao Tong University, China)
  FEHash: Full Entropy Hash for Face Template Protection (3:20-3:40)
  Thao Dang (Chonnam National University, Korea), Lam Tran (Electronics and Computers Engineering, Chonnam National University, Korea), Thuc Nguyen (DKE, Ho Chi Minh University of Science, Vietnam); Deokjai Choi (Electronics and Computers Engineering, Chonnam National University, Korea)
  Seeing Red: PPG Biometrics Using Smartphone Cameras (3:40-4:00)
  Giulio Lovisotto (University of Oxford, UK), Henry Turner (University of Oxford, UK), Simon Eberz (University of Oxford, UK), Ivan Martinovic (University of Oxford, UK)
S5 Short Oral Presentations (4:00-4:50pm), Session Chair: TBD
  Fold Electrocardiogram Into a Fingerprint (4:00-4:10)
  Po-Ya Hsu (UC San Diego, USA), Po-Han Hsu (National Taipei University, Taiwan), Hsin-Li Liu (Central Taiwan University of Science and Technology, Taiwan)
  Seamless Payment System Using Face And Low-Energy Bluetooth (4:10-4:20)
  Yeongnam Chae (Rakuten Institute of Technology, USA), Kelvin Cheng (Rakuten Institute of Technology, USA), Pankaj Wasnik (Rakuten Institute of Technology, USA)
  Offline Signature Verification on Real-World Documents (4:20-4:30)
  Deniz Engin (Yapı Kredi Technology, Turkey), Alperen Kantarcı (Istanbul Technical University, Turkey), Seçil Arslan (Yapı Kredi Teknoloji A.Ş., Turkey), Hazim Ekenel (Istanbul Technical University, Turkey)
  Plastic Surgery: An Obstacle for Deep Face Recognition? (4:30-4:40)
  Christian Rathgeb (Hochschule Darmstadt, Germany), Didem Dogan (Hochschule Darmstadt, Germany), Fabian Stockhardt (Hochschule Darmstadt, Germany), Maria De Marsico (Sapienza University of Rome, Italy), Christoph Busch (Hochschule Darmstadt, Germany)
  An a-contrario Biometric Fusion Approach (4:40-4:50)
  Luis Di Martino (Fing, Uruguay), Javier Preciozzi (Facultad de Ingeniería - Universidad de la República, Uruguay), Rafael Grompone von Gioi (CMLA, ENS Cachan (Paris-Saclay, France)), Guillermo  Garella (Universidad de la República, facultad de Ingenieria, Uruguay), Alicia Fernández (Universidad de la República, Uruguay), Federico Lecumberry (Universidad de la República, Uruguay)
  Awards, Valedictory and Closing Remarks (4:50-5:10), Bir Bhanu (University of California Riverside, USA)
  S1, S2, S2, S4 ® 20 Minutes Oral Presentations (15 Minutes Presentation + 5 Minutes for Q/A and Setup Time) 
  S5, ® 10 Minutes Short Oral Presentations (8 Minutes Presentation + 2 Minutes for Q/A and Setup Time) 

Invited Talks and Panel

Title of the Talk: Human Gait Analysis and its Applications Presenter: Yasushi Yagi, Osaka University, Japan Abstract: Everyone's walking style is unique, human gait is a prime candidate for person authentication tasks. Our gait analysis technologies are now being used in real criminal investigations. We have constructed a large-scale gait database, and proposed several methods of gait analysis. The appearances of gait patterns are influenced by changes in viewpoint, walking direction, speed, clothes, and shoes. To overcome these problems, we have proposed several approaches using a part-based method, an appearance-based view transformation model, a periodic temporal super resolution method, a manifold-based method and score-level fusion. We show the efficiency of our approaches by evaluating them with our large gait database. Furthermore, in this talk, I briefly introduce some studies on its medical applications.

Paper Submission

  1. All the submissions will be subjected to double-blind review process. Therefore author names, affiliations, email addresses, personal acknowledgements, etc. should be removed from the paper. Please use the submission template [Latex] [MS-Word].
  2. The submissions can be up to 8 pages (excluding references) during the review process.
  3. All the papers must be submitted in IEEE format using the templates provided. Submitted papers should not have been published, accepted or under review elsewhere.
  4. All the papers accepted for the biometrics workshop must be presented by one of the authors, and at least one of the authors must register at the standard registration rate before the paper registration deadline. If any accepted paper is not presented by any of the registered co-authors of this paper, it will be recommended for withdrawal from the IEEE Xplore proceedings and no communication will be sent to any of the co-authors.
  5. Authors are required by the IEEE to transfer copyrights for any papers to be published in the conference proceedings. This is performed at the time when the camera ready version is submitted for production. If a paper is withdrawn from the proceedings, copyright gets reverted to the authors.
  6. All the papers should be submitted using CMT at https://cmt3.research.microsoft.com/CVPRW2020

Accepted Papers

  List of Papers Accepted for CVPR 2020 Biometrics Workshop
Paper ID Paper Title
1 On Improving the Generalization of Face Recognition in the Presence of Occlusions
8 Latent Fingerprint Image Enhancement based on progressive generative adversarial network
10 Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing
12 Triple-GAN: Progressive Face Aging with Triple Translation Loss
13 Plastic Surgery: An Obstacle for Deep Face Recognition?
18 Offline Signature Verification on Real-World Documents
21 FEHash: Full Entropy Hash for Face Template Protection
22 Defending Black Box Facial Recognition Classifiers against Adversarial Attacks
26 Adversarial Light Projection Attacks on Face Recognition Systems: A Feasibility Study
29 Seamless Payment System Using Face And Low-Energy Bluetooth
34 Seeing Red: PPG Biometrics Using Smartphone Cameras
36 Quality Guided Sketch-to-Photo Image Synthesis
39 An a-contrario Biometrics Fusion Approach
41 Class-Balanced Training for Deep Face Recognition
49 A Comprehensive Study on Loss Functions for Cross-Factor Face Recognition
51 Fold Electrocardiogram Into a Fingerprint
59 When Person Re-identification Meets Changing Clothes

* The reviews for all the papers submitted for the CVPR 2020 Biometrics Workshop can be accessed from CMT after April 13, 2020.

** Details for the camera ready submission and instructions will be sent by email after April 13, 2020.

Awards

Best Paper Award:

  • Suman Saha, Wenhao Xu, Menelaos Kanakis, Stamatios Georgoulis, Yuhua Chen, Danda Pani Paudel, Luc Van Gool for the paper “Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing” Presented at CVPR 2020 Biometrics Workshop

Highest Impact Award:

  • Mostafa Mehdipour Ghazi, Hazim Kemal Ekenel for the paper “A Comprehensive Analysis of Deep Learning Based Representation for Face Recognition” Presented at CVPR 2016 Biometrics Workshop

Workshop Venue

The Washington State Convention Center (weblink http://cvpr2020.thecvf.com/) Seattle, Washington

Contact Us

Bir Bhanu Email: bbhanu@ucr.edu

Ajay Kumar Email: Ajay.Kumar@polyu.edu.hk

VisLab · Visualization and Intelligent Systems Laboratory