Welcome to CPSC 697!
Canadian Museum of Civilization SCIENCE LIVE, QUEBEC CITY
![]()
| Contact information | |
| Textbook and recommended reading | |
| Course information | |
| Course outline | |
| Course evaluation | |
| Project | |
| Useful links |
![]()
697Instructor:
|
Dr. Marina
Gavrilova |
Office |
ICT 709 |
Phone |
(403) 220-5105 |
E-mail |
marina@cpsc.ucalgary.ca |
Office hours
|
MW 12:00 - 1:00 |
|
1.
Image Pattern Recognition: Synthesis and Analysis in Biometrics
S. Yanushkevich, M. Gavrilova, P. Wang and S. Srihari (Eds), World Scientific
Publishers, 2007
2. Biometric Systems: Technology, Design and Performance Evaluation
Editors: J. Wayman, A. Jain, D. Maltoni and D. Maio, Springer, 2005
3.
Handbook of Face Recognition
Editors: Stan Z. Li and Anil K. Jain Springer, New York, 2005
4.
Handbook of Multibiometrics (International Series on Biometrics)
Arun A. Ross, Karthik Nandakumar, and Anil K. Jain,
Hardcover -
May, 2006
5.Computational geometry: Algorithms and Applications
The objective in offering this course is to study advanced algorithms in the area of applied sciences, computer graphics and biometric technologies. The course introduces theoretical bases for studying biometrics, with particular focus on algorithmic foundations, computer graphics techniques, topological properties of the biometric data, information representation, data storage and data search, comparison and matching.
The methods and techniques learned in the course will be illustrated on the examples of solving verification, identification, and synthesis problems for a variety of biometrics. Biometrics such as fingerprint, face, eye, ear, palm, gait, voice, signature and others will be discussed.
Particular interest will be on hardware devices and their rapid development, as well as the variety of specific software developed for particular agencies (government, academia, banks, individuals etc.). Impact of these developments on the society, privacy and ethics will also be considered.
The formal component of the course will involve a research project, writing a research paper, and making a
presentation on a subject.
|
Introduction
to
Biometrics.
| |
|
Objects of Study in
Biometrics, Biometric Characteristics and Biometric Systems Text 1 Ch1 | |
|
Project topic link: Biometric for you |
|
Lecture on Biometric Types Text 1, Ch1 | |
|
Biometrics - Biometric Hardware Text 2 Ch 2 | |
|
Historical perspective Text 1 and 2 |
Algorithmic Foundations of Biometrics | |
|
Fingerprint
recognition systems. Text 3 Ch 2-5, Text 2 Ch 2
Feature extraction and matching.
Methodology and applications. Text 1 |
|
Invited talk Kushan Ahmadian, Ph D Candidate "Neural networks in Biometric Research" Monday Oct 3rd 2011 In-Class MS205 | |
|
Oct 5th
class is rescheduled to accommodate Graduate Paper Writing Seminar
|
Week 5
| Monday, October 10th - University closed | |
| Wednesday, October 12th - two hour lecture | |
| Lecture on Feature extraction and Matching | |
| Fingerprint and hand recognition systems. Text 2 Ch 2, Text 1 Lecture on hand geometry |
Week 6
|
Student Presentations Oct 17th and 19th | |
Oct 17th - Sarah, Shermin
Oct 19th - Priyadarshi, Jonathan, Polash
| Monday October 24th - biometrics movie | |
| Wednesday October 26th -in-class quiz Quiz review |
| Face recognition Introductory Lecture on Face Recognition | |
| Face modeling - Pre-processing, feature extraction, face detection Ch1, Ch2 Text 3; Ch 4 Text 2, Text 2 |
|
Face modeling under varied conditions and shape modeling Ch 3, Ch 4, Ch 5 Text 3; Ch 4 Text 2 | |
|
Photorealistic vs. non-photorealistic rendering (3IA 2006 Keynote Lecture) |
| Cognitive perception of faces | |
| Facial image databases Text 2 Ch 4, Text 3 Ch 3,6,7 | |
| Other biometrics video |
|
Signature recognition. Voice recognition and Speaker identification Text 2 Ch 4, Text 1 Lecture on signature and voice recognition | |
|
Other biometrics (ear, gait, infrared). Lecture on Ear Biometric | |
|
Iris Synthesis and Modeling Text 2 Ch3, Text 1 Lecture on Iris Modeling |
|
Multi-modal biometric. Biometric fusion | |
| Biometric verification and synthesis. Text 2 Ch 6,7,8 Biometric Synthesis |
| Ethics, privacy and security issues related to biometrics. Text 2 Ch 12 Privacy lecture | |
| Other biometrics. Future directions and trends. |
| Term project presentations Dec 5 and Dec 7th | |||||
|
Dec 5th - Priyadarshi, Jonathan, Polash Dec 7th - Sarah, Shermin OPTIONAL Extra material on PCA:
|
Three components are included in the determination of the course grade.
| Component | Component Weight |
| Assignments/quizzes | 30% |
| Term project | 35% |
| Term paper | 15% |
| Presentations | 20% |
Assignments can be in the form of a written take home assignment, a research paper analysis, or a problem to solve over some period of time. Quizzes can be given in class or to take home. Two presentations in the course relate to assignment and final project presentation.
Collaboration
Students are
encouraged to discuss the assignments and methods of solution with other
students. All work that is handed in as a solution to the assignment must be
original work of the student. Any student found copying all or part of an
assignment from another student or another source without proper acknowledgement
of the copyright will face consequences outlined in
Plagiarism/Cheating/Other Academic Misconduct sections of the University
calendar.
![]()
Deadlines
The list of course deadlines is below.
| Component | Due Date | Component Weight |
| Abstract | Monday, Sept 26th, 1:00 pm | 5% |
| Interim report | Monday, Oct 17th | 10% |
| Presentation1 | Oct 17th to 24th, in-class | 10% |
| Assignment 1 | Wed, Oct 19th, 1:00 pm | 10% |
| Quiz | Wed, Oct 26th, in-class | 10% |
| Term paper | Mon, Oct 31st, 9:00 pm | 15% |
| Assignment 2 | Wed, Nov 9th, 1:00 pm | 10% |
| Final project | Friday Dec 2nd, 9:00pm | 20% |
| Presentation2 | Dec 5 to 7, in-class | 10% |
Assignments can be in the form of a written take home assignment, a research paper analysis, or a problem to solve over some period of time. Quizzes can be given in class or to take home. Two presentations in the course relate to term paper and final project presentation.
Assignments and Quizzes are essential part of this course and intended to help students to develop valuable research skills, such as ability to solve problems using knowledge obtained from the course, ability to critically analyze methods and techniques, ability to compare and contrast different solutions, ability to write a critique on a paper or a scientific article, and ability to compare different approaches to the same problem.
There are 2 assignments and 1 quiz in the course:
Assignment 1: Biometric privacy and security case study- worth 10% Due Wed Oct 19th 1:00 pm
CPSC601Asmt2_2011.doc: Biometric paper analysis and critique - worth 10% Due Wed Nov 9th 1:00 pm
Quiz: Given in class, Wed October 26th, in-class
![]()
This project allows students to perform an extensive literature review and in-depth methodology analysis with particular emphasis on the form in which the results of the research are reported.
The project should present a comprehensive literature review on one of the topics of choice by student and should be written in the form of a research report of 20 to 30 pages, article with title, abstract, introduction, background, method description and comparison, analysis and conclusion and references.
The deadline for this assignment is:
Monday, October 31st, 9:00 pm by e-mail to course instructor
![]()
Presentations will take place during Week 6 and Week 14
Sample presentations (posted with permission) can be found here:
![]()
Project Requirements (all components)
Individual research project is an essential component of this course. Students are expected to select a topic of research project from the course outline, which can include theoretical research in the area of image processing, computer graphics, statistics, analysis of algorithm performance, or applied studies (including development and implementation of a biometric system or a specific algorithm).
The deadlines for submitting project components are as follows:
Monday, September 26th, 1:00 pm - Abstract is due (1 page including3 references)
Monday, October 17th, 9:00 pm - Interim report is due (10-15 pages)
Friday, December 2nd, 9:00 pm - Final report is due (25-30 pages) (FIRM DEADLINE)
December 2-9 - Final Project Presentations (30 min each)
Sample Project Presentation (posted with permission): Priyadarshi Bhattachariya
Selected project topics from previous years:
| Minutia-based Fingerprint Matching using Linear Programming | |
| 3D face Reconstruction based on morphable model | |
| Secure e-mail with fingerprint recognition | |
| Fingerprint spoofing | |
| Cancelable biometrics | |
| Biometric fusion | |
| Gait recognition | |
| Iris synthesis using multiresolution approach | |
| Multimodal biometric and fusion schemas | |
| Evaluating a new hashing scheme for hand signatures | |
| Reliability of palm print biometrics |
![]()
Biometric Technology Lab
General Biometric Bibliography
1.
Human and machine recognition of faces: A survey
Chellappa, R., Wilson, C., and Sirohey, A. In Proceedings of the IEEE 83, 5
(1995) 705-740.
2.
Face recognition: A literature survey
W. Zhao, R. Chellappa et al, ACM Computing Surveys (CSUR), Volume 35 Issue 4,
pp. 399-458, December 2003
1.
A survey of biometric recognition methods
Kresimir Delac 1, Mislav Grgic, 46th International Symposium Electronics in
Marine, ELMAR-2004, 16-18 June 2004, Zadar, Croatia
2.
Biometric identification systems
Rodrigo de Luis-García, Carlos Alberola-López, Otman Aghzout, Juan Ruiz-Alzola,
Signal Processing, Volume
83 Issue 12, December 2003.
|
Handbook of Face
Recognition | |
|
Handbook of Multibiometrics (International Series on Biometrics) | |
|
Automatic Fingerprint
Recognition Systems | |
|
Guide to Biometrics | |
|
Handbook of Fingerprint
Recognition | |
|
Pattern Recognition.
From Classical to Modern Approaches |
|
Vision/biometric research list http://iris.usc.edu/Vision-Notes/bibliography/contents.html | |
|
The Biometric Consortium website http://www.biometrics.org/html/meetings.html. | |
|
Findbiometrics web site http://www.findbiometrics.com/events.php | |
1. International Journal of Pattern Recognition and Artificial Intelligence (IJPRAI)
2. IEEE Transactions on Pattern Analysis and Machine Intelligence
3. Transactions on Computational Science, Springer
![]()
This page was last updated on 01/00/11
Department of Computer Science
University of Calgary
2500 University Dr. N.W.
Calgary, AB, T2N1N4
Office: MS 269
Phone: (403) 220-5105
Fax: (403) 284-4707
E-mail: marina@cpsc.ucalgary.ca
