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Outline

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General Introduction to Computer Vision. Background. Applications ... Computer Vision ... British Telecommunications, UK. The Nationwide Building ... – PowerPoint PPT presentation

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Title: Outline


1
Outline
  • Announcements
  • Syllabus
  • General Introduction to Computer Vision
  • Background
  • Applications
  • Related areas

2
Announcements
  • Textbook and class materials
  • There is no textbook for you to buy for this
    class (The textbook will be published in Feb.
    2001 and you can put an order from Amazon.com at
    67.00 if you wish to)
  • The textbook is available online and we will use
    some chapters from it
  • I will make the papers from literature either
    available from the class web page or in hardcopy

3
Announcements cont.
  • About this class
  • In this class, I will present methodologies and
    techniques in computer vision research with
    potential applications
  • You need to participate the class discussion by
    sharing your thinking and ideas
  • Attendance is required and is part of the grading

4
Announcements cont.
  • Research paper option
  • You need to write two research papers for this
    class
  • You need to present your papers to the class
  • A research paper can be a literature review of a
    particular topic or a paper that is interesting
    to you
  • You need to talk to me about your topics

5
Announcements cont.
  • Programming assignment option
  • You need to do a project that is interesting to
    you
  • I will provide you some basic functions as
    reading/writing images, filtering, and other
    functions I have
  • You need to write a report about your project,
    present and demonstrate your project to the class
  • You need to give me an outline of your project
    before you start working on it

6
General Introduction to Visual Perception
  • Visual perception
  • The process of acquiring knowledge about the
    environmental objects and events by extracting
    information from the light they emit or reflect
  • Visual perception is a very complicated process,
    involving different processes such as memory
  • Visual perception is the most useful source for
    information as about 50 of the brain is devoted
    to visual processing

7
Visual Pathway
8
Eye-Camera Analogy
  • The eye is much like a camera
  • Both form an upside-down image by admitting light
    through a variable-sized opening and focusing it
    on a two-dimensional surface using a transparent
    lens

9
Illusion
10
Illusion cont.
11
Ambiguous Figure
12
Visual Perception
  • The goal of visual perception is to make
    assertions about the actual state of the
    surrounding world based on the limited and
    incomplete information encoded in the neural
    states

13
Visual Perception cont.
14
Computer Vision
  • The goal is to design a computer system which
    makes inference from images or image sequences
  • Produce a description of an image or an image
    sequence based on the numerical representation of
    images
  • It is a very difficult problem

15
Exercise 1
16
Computer Vision Applications
  • Military applications
  • Automated target recognition

17
Geographic Information from Images
  • An image of Washington, D.C. area

18
Medical Image Analysis
  • Medical image analysis
  • Characterize different types of tissues in
    medical images for automated medical image
    analysis

19
Computer Vision Applications cont.
  • Civilian applications
  • Biometrics
  • From faces, fingerprints, iris patterns .....
  • It has many applications such as ATM withdrawal,
    credit card managements .....

20
Computer Vision Applications cont.
  • Iris pattern recognition http//www.cl.cam.ac.uk/u
    sers/jgd1000/iris_recognition.html
  • Companies in several countries are now using
    these algorithms in a variety of products.
    Information about them can be found on the
    following websites
  • Iridian Technologies, USA
  • IrisAccess LG Corp, South Korea
  • IrisPass OKI Electric Industries, Japan
  • EyeTicket Eyeticket Corporation, USA (ticketless
    air travel)
  • NCR CashPoint Machines NCR Corp, UK
  • Diebold ATMs Diebold Inc., USA
  • British Telecommunications, UK
  • The Nationwide Building Society, UK

21
Computer Vision Applications cont.
22
Video Editing
  • Blues screen technique
  • Have the foreground subject video-graphed in
    front of an evenly lit monochromatic (blue or
    green) background
  • Replace all the selected background in the
    picture with another background image

23
Blue Screen Editing cont.
24
Video Sequence Analysis
25
Face Recognition
  • Given some examples of faces, identify a person
    under different pose, lighting, and expression
    conditions

26
Object Recognition
  • Examples of the COIL database

27
Related Areas
  • Computer Science
  • Artificial intelligence
  • Neural networks
  • Pattern recognition
  • Statistics
  • Mathematics
  • Psychology
  • Physiology
  • Neurophysiology

28
Grand Challenge
  • Computational models that can mimic biological
    perception
  • Biological systems have available through their
    senses only very limited information about the
    external word
  • How can an incomplete description, encoded within
    neural states, be sufficient to direct the
    survival and successful adaptive behavior of a
    living system?
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