| Date |
Lecture Notes |
Assignments |
Announcements |
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2009/01/11
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Lec-01 Introduction to COMP 435 [notes]
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n/a |
.. |
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2009/01/18
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Lec-02 Biometric Approaches [notes]
Tutorial-01 Linear Algebra [ppt]
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n/a |
Tutorial materials: Linear Algebra
Open source Matlab Alternative: Octove
Text book ordered for PolyU bookstore: Digital Image Processing, Gonzalez & Woods, 3rd Ed.
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2009/01/25
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Lec-03 Basics of Image Analysis for Biometrics [notes]
Image Analysis in Matlab code
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n/a |
A good online matlab tutorial : Matlab Primer
Matlab reference
Edge detection: [pdf]
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2009/02/01
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Lec-04 Image Transforms and Subspace Modeling [notes]
Sample Matlab code [code]
Tutorial on Basic Statistics [Slides]
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homework-1: image processing & basic statistics download, due date: 02/08/2010
To get cameraman image: im=imread('cameraman.tif');
Miss Lena is here ! download
You can use calculator in the process, but need to write up steps involved.
AT&T face data set download
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FYI:
For bargain deals on text book, check out: http://addall.com
Check with Haomian if you are interested in the mainland version of the textbook !
References:
1. L. I. Smith, PCA Tutorial [pdf]
2. Duda, Hart & Stork, Pattern Classification, Chpt 3.
3. Xiaofe He, Locality Preserving Projection , PhD Thesis, [pdf] Univ of Chicago, 2005.
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2009/02/08
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Lec-05 Pattern Recognition Techniques I notes
Tutorial on PCA and LDA [Slides]
Tutorial on DCT and Image processing [Slides]
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n/a |
homework 1 now due feb 22, 2010 !
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2009/02/15
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no class, happy chinese new year !
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n/a |
n/a |
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2009/02/22
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Lec-06 Pattern Recognition Techniques II [notes]
Tutorial: PCA and LDA in face modeling, Bayesian and kNN clasifiers in face recognition. [notes]
Tutorial Matlab Code:
face_classify.m
knnClassify.m
myLDA.m
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homework-1 due 02/23/2010 23:00 in webct ! |
References:
1. Duda Hart & Stork, Bayesian Decision Theory, Pattern Classification, Chapter 2.
2. Duda Hart & Stork, Non-Parametric Techniques, Pattern Classification, Chapter 4.
3. Burges, C. J, 1998, A tutorial on Support Vector Machine for Pattern Recognition [pdf]
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2009/03/01
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Lec-07 Face Detection notes
SVM example matlab code [code]
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homework-1 solution pdf
homework-2 download , tentatively due 03/22/2010
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Reference materials:
1. Michael J. Jones, James M. Rehg: Statistical Color Models with Application to Skin Detection. Proc of IEEE CVPR 1999: 1274-1280. pdf
2. Paul A. Viola, Michael J. Jones: Rapid Object Detection using a Boosted Cascade of Simple Features. CVPR (1) 2001: 511-518. pdf
3. M.-H Yang, ICPR 2004 Tutorial, Recent Adances in Face Detection. [slides]
4. M.-H. Yang, D.J. Kriegman, N. Ahuja, Detecting Faces in Images: A Survey, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 1, January 2002, pp. 34-58.
pdf
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2009/03/08
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Lec-08 Face Recognition [notes]
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fisher face demo, code
random face demo, code
Bo's SVM tutorial and code download
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Reference materials:
- J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma,
Robust Face Recognition via Sparse Representation,
IEEE Transactions on Pattern Analysis and Machine intelligence, vol. (31)2, Feb. 2009.
pdf
- P.N. Belhumeur, J.P. Hespanha, D.J. Kriegman,
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection,
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 19, No. 7, July 1997, pp. 711-720.
pdf
- M. H. Yang, Face Recognition Using Kernel Methods,
Advances in Neural Information Processing Systems , 2002, vol. 14,
pdf
- E. Candes, L1 Magic - Recovering sparse representation solutions,
manual and download L1Magic Matlab package.
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2009/03/15
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Midterm Exam
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..
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Project related materials:
Face Recognition Demo, matlab code and data for download, related paper
Face Data set: AT&T Face Data Set
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2009/03/22
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Lec-10 fingerprint & palmprint recognition notes
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project related material: face recognition full system demo in matlab download
related paper, Yun Fu, Z. Li, J. Yuan, Ying Wu, and Thomas S. Huang, "Locality vs. Globality: Query-Driven Localized Linear Models for Facial Image Computing," IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol. 18(12), pp. 1741-1752, December, 2008. pdf
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Reference materials:
Latent Palm Matching, T-PAMI, 2008. pdf
David Zhang et al, Online Palmprint Recognition, T-PAMI, vol. 25(9) 2003. pdf
Fingerprint recognition tutorial[pdf]
A. K. Jain, S. Prabhakar, L. Hong, S. Pankanti: Filterbank-based fingerprint matching. IEEE Transactions on Image Processing 9(5): 846-859 (2000) [pdf]
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2009/03/29
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Lec-11 iris & retina based biometrics notes
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How to crop face cropFace.m
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Reference materials:
1. Daugman, J. "How Iris Works", IEEE Trans on Circuits & Sys for Video Tech , vol. 14(1), 2004.
pdf
2. Daugman J, "Probing the uniqueness and randomness of IrisCodes: Results from 200 billion iris pair comparisons."
Proceedings of the IEEE , vol. 94, no. 11, pp 1927-1935 pdf
3. Donald M. Monro, Soumyadip Rakshit, Dexin Zhang: DCT-Based Iris Recognition.
IEEE Trans. Pattern Anal. Mach. Intell. 29(4): 586-595 (2007) pdf
4. Tutorials on Canonical Correlation Analysis (CCA) pdf
5. Matlab code cca download
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2009/04/05
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no class, ching ming
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n/a |
n/a |
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2009/04/12
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Lec-12 behaviour biometrics: voice, signature & gait notes
Review I: biometrics overview, image analysis, subspace modeling notes
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n/a
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Reference materials:
tutorial on speaker ID pdf
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2009/04/19
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Lec-13 multi-biometrics - integrated solution pdf
Review II: pattern recognition, biometric systems notes
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.
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Reference materials:
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2009/04/26
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Lec-14 course summary and review, project presentation
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Project presentation due in class !
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Reference materials:
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