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MATLAB and Image Processing Toolbox - Lecture Slides | CSE 185, Study notes of Computer Science

Material Type: Notes; Professor: Newsam; Class: Introduction to Computer Vision; Subject: Computer Science & Engineering; University: University of California-Merced; Term: Fall Semester 2008;

Typology: Study notes

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CSE185
Fall 2008
Lecture 3
Introduction (continued)
Matlab and the Image Processing Toolbox
Today
Introduction continued
Matlab and the Image Processing Toolbox
Assignments
Read Chap. 2 except section 2.6.7 by Wed.
9/10
CV applications
Multiple cameras
Panoramas
Depth from stereo
3D scene reconstruction
Photo Tourism
http://phototour.cs.washington.edu/
(aka PhotoSynth at Microsoft)
My current research projects
Online analysis of geographic imagery
using interest points.
My current research projects
Imaging for monitoring air pollution
http://airnow.gov/
http://www.phoenixvis.net/index.html
$75,000 grant from CITRIS
Center for Information Technology Research in
the Interest of Society
UC Berkeley, Merced, Santa Cruz, Davis
pf3
pf4
pf5

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Download MATLAB and Image Processing Toolbox - Lecture Slides | CSE 185 and more Study notes Computer Science in PDF only on Docsity!

CSE

Fall 2008

Lecture 3

Introduction (continued)

Matlab and the Image Processing Toolbox

Today

• Introduction continued

• Matlab and the Image Processing Toolbox

Assignments

• Read Chap. 2 except section 2.6.7 by Wed.

CV applications

• Multiple cameras

– Panoramas

– Depth from stereo

– 3D scene reconstruction

– Photo Tourism

http://phototour.cs.washington.edu/

– (aka PhotoSynth at Microsoft)

My current research projects

• Online analysis of geographic imagery

using interest points.

My current research projects

• Imaging for monitoring air pollution

• http://airnow.gov/

• http://www.phoenixvis.net/index.html

• $75,000 grant from CITRIS

– Center for Information Technology Research in

the Interest of Society

– UC Berkeley, Merced, Santa Cruz, Davis

Imaging for monitoring air pollution

From: W.C. Malm, “Introduction to Visibility,” Cooperative Institute for Research in the Atmosphere, 1999.

June 26: PM2.5=75 μg/m^3 June 27: PM2.5=105 June 28: PM2.5=

June 29: PM2.5=25 June 30: PM2.5=14 July 1: PM2.5=

July 2: PM2.5=18 July 3: PM2.5=6 July 4: PM2.5=

My current research projects

• Using eye-tracking to understand how humans view

(geographic) imagery

• National Science Foundation grant

  • Acquisition of Equipment to Establish a Cognitive Sensorium and Visualization Facility at UC Merced
  • $250,
  • Professors Marcelo Kallmann (PI), Teenie Matlock (co-PI) and Shawn Newsam (co-PI)

My current research projects

• Using eye-tracking to understand how humans

view (geographic) imagery

Powerwall

Eye tracker

Digital Image Processing, 3rd ed.Digital Image Processing, 3rd ed. www.ImageProcessingPlace.com

© 1992–2008 R. C. Gonzalez & R. E. Woods

Gonzalez & Woods Chapter 1 Introduction

Chapter 1 Introduction

• Just what is an image?

– What does it represent?

– How can it be represented?

Digital Image Processing, 3rd ed.Digital Image Processing, 3rd ed. www.ImageProcessingPlace.com

© 1992–2008 R. C. Gonzalez & R. E. Woods

Gonzalez & Woods Chapter 1 Introduction

Chapter 1 Introduction

• An image may be defined as a 2D function

where x and y are the spatial coordinates

and the value (amplitude) of f at any pair of

coordinates ( x , y ) is called the intensity of

the image at that point.

f ( , x y )

© 1992–2008 R. C. Gonzalez & R. E. Woods

X-Ray Imaging

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Ultraviolet Band

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Visible and Infrared Bands

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Visible and Infrared Bands

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Visible and Infrared Bands

© 1992–2008 R. C. Gonzalez & R. E. Woods

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Visible and Infrared Bands

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Visible and Infrared Bands

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Microwave Band

© 1992–2008 R. C. Gonzalez & R. E. Woods

Imaging in the Radio Band

© 1992–2008 R. C. Gonzalez & R. E. Woods

Other Imaging Modalities: Sound

© 1992–2008 R. C. Gonzalez & R. E. Woods

Other Imaging Modalities: Sound

Matlab overview

• Matlab toolboxes – specialized functionality for

additional cost

  • Image processing toolbox
  • Optimization toolbox
  • Statistics toolbox
  • Neural network toolbox
  • Control system toolbox
  • Bioinformatics toolbox
  • Data acquisition toolbox

Matlab overview

• Advantages

– Lots of built-in functionality especially via

toolboxes

– Math-like

– Good visualization

– Good for learning and prototyping

• Disadvantages

– Can be slow

– Not free