Biometrics: CS
4737 and CS 6737
Classroom: 415 CEPSR
Times: T TH 1:10
pm – 2:25 pm
Web page : http://www1.cs.columbia.edu/%7Ebelhumeur/biometrics/biometrics.html
Prof.
Peter N. Belhumeur
http://www1.cs.columbia.edu/%7Ebelhumeur
Email: belhumeur@cs.columbia.edu
Office: 623 CEPSR
Phone: 212-939-7087
Office
Hours: Mon 8:30-10:00am
TAs
Thomas Berg
Email: tb2324@columbia.edu
Office:
TA Room: http://ta.cs.columbia.edu/tamap.shtml
Office
Hours: Wed (11am—1pm)
Ila
Agarwal
Email: ia2196@columbia.edu
Office:
TA Room
Office
Hours: Tuesday (9am—11am)
The
earliest known use of biometrics dates back to the 7th century during China's
Tang Dynasty; during this period fingerprints were used to sign and validate
contracts. Over the last century, biometrics -- the science for determining a
person's identity by measuring his/her physiological characteristics -- has
grown enormously. Technologies are being developed to verify or identify
individuals based on measurements of the face, hand geometry, iris, retina,
finger, ear, voice, speech, signature, lip motion, skin reflectance, DNA, and
even body odor. In this course we will explore the latest advances in
biometrics as well as the machine learning techniques behind them. Students
will learn how these technologies work and how they are sometimes defeated.
Grading will be based on homework assignments and a final project. There will
be no midterm or final exam. Prerequisites: a background at the sophomore level
in computer science, engineering, or like discipline.
Assignments
Assignment 1 Due:
October 1, 2009 PDF of
Book Questions
Assignment 2 Due:
October 13, 2009 PDF of
Book Questions
Assignment 3 Due:
October 20, 2009 Trainfile
Testfile
Assignment 4 Due: November
5, 2009 Trainfile Testfile
Handpoints
Assignment 5 Due:
November 12, 2009 Trainfile
Testfile
Assignment 6 Due:
November 24, 2009 Faces
Final Project Project
Description +
Project
Presentations +
Final Project Report
Additional
Datasets: PIE WITH 2
POSES
COMPLETE
UNPROCESSED PIE
Datasets
BCFD aligned
and cropped (compressed version)
BCFD aligned
and cropped (high-resolution 16 bit)