EE 639 Advanced Topics in Signal Processing and Communication

Intelligent Visual Surveillance

Fall 2010


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[Home] [Syllabus]

Reading List

Assignments:

-        Homework 1

-        Homework 2 (image.mat, lbp.m, neighbours.m)

-        Midterm

-        Final Project

Lecture Schedule:

Lectures

Topics

overview1

overview2 (video)

Overview goals and logistics: [dick2003issues], [tian2008ibm]

formation1

formation2

formation3

formation4

Image formation: [Szeliski, Ch2], [weyrich08]

Background Subtraction: [radeke2005image], [prati2003detecting]

PM1 (video)

PM2 (video)

Probabilistic Graphical Model: [jordan2004graphical]

BeliefPropagation

Estimation1

Estimation2 (vA

, vB)

Approximate Parameter Estimation: [frey2005comparison]

Features1

Features2 (video)

Image Feature: [Szeliski, Ch. 4]

Crowd Analysis and Human Detection: [zhan2008crowd], [geronimo2010survey]

Tracking1 (vA

, vB)

Tracking2

 

Bayesian Filtering: [chen2003bayesian]

Object Tracking: [yilmaz2006object], [avidan2007ensemble]

Lucas-Kanade Tracker and Mean-shift

Feature Classification

-        Object Trajectories: [morris2008survey]

-        Activity Detection: [pantic2007human], [turaga2008machine], [wang2009unsupervised]

-        Soft Biometric: [Fu2010Soft]

Classification

KernelIntro

KernelRegression (video)

SVM1

SVM2

Non-Parametric Learning: Book by C.M. Bishop

-        Discriminative classification

-        Kernel Method

-        Support Vector Machine

Multiview

Help on citric cameras

Multiple View Geometry: [heyden2003multiple]

Camera Network Calibration: [svoboda2005convenient], [sinha2010camera], [devarajan2008calibrating]

PTZ camera calibration: [sinha2004towards], [li2009comparison]

Camera Placement: [zhao2009optimal], [mittal2008general]

SmartCamera

Embedded Multimodal Network and Distributed Vision Algorithms: [akyildiz2007survey], [radke2010survey]

Privacy

Security and Privacy: [senior2003blinkering], [cheung2009protecting]

 

Sen-ching Samson Cheung

Last modified: January 3, 2011