![-5-
Why MATLAB?
Shorter code, faster computation
Focus on ideas, not implementation
C:
#include <math.h>
double x, f[500];
for( x=1.; x < 1000; x=x+2)
f[(x-1)/2]=2*sin(pow(x,3.))/3+4.56;
MATLAB:
f=2*sin((1:2:1000).^3)/3+4.56;
But: scripting language, interpreted, can be slow](https://image.slidesharecdn.com/lec1b-221230154058-e61cd9c2/85/lec1b-ppt-5-320.jpg)
![-6-
MATLAB: Working With Matrices
Everything is treated as a matrix
Elementary matrix manipulation
zeros(), ones(), size(), eig(), inv()
Operators and special characters
a(: ,1:2:256)=b’.*c
String
imstr=[‘this is lena’];
imglena=imread([imstr(9:end),’.png’]);
ischar(), num2str(), …](https://image.slidesharecdn.com/lec1b-221230154058-e61cd9c2/85/lec1b-ppt-6-320.jpg)
lec1b.ppt
- 1. Computational Tools for Image Processing Lecture 1, Jan 22nd, 2007 Part 2 (8:10-9:20pm) by Lexing Xie EE4830 Digital Image Processing http://www.ee.columbia.edu/~xlx/ee4830/
- 2. -2- Outline Image processing tools in C, Java, … and everything else Matlab Getting started Image I/O and display Matrix manipulation Image processing demos The daily practice of image manipulation Data types and file formats Resources, pointers and getting help Limitations of image processing …
- 3. -3- Image Processing Toolboxes In C/C++ IPL … http://www.cs.nott.ac.uk/~jzg/nottsvision/old/index.html OpenCV http://sourceforge.net/projects/opencvlibrary http://tech.groups.yahoo.com/group/OpenCV/ ImageMagick http://www.imagemagick.org/ Insight Toolkit ITK (medical image) http://www.itk.org/ List of tools at mathtools.net http://www.mathtools.net/C_C__/Image_Processing/ In Java Java Media APIs: JAI, JMF, Java image I/O … http://java.sun.com/javase/technologies/desktop/media/ http://www.mathtools.net/Java/Image_Processing/index.html Other Python Imaging Library (PIL) http://www.pythonware.com/products/pil/ numpy, scipy
- 4. -4- Matlab is … : a numerical computing environment and programming language. Created by The MathWorks, MATLAB allows easy matrix manipulation, plotting of functions and data, implementation of algorithms, creation of user interfaces, and interfacing with programs in other languages. Main Features: basic data structure is matrix optimized in speed and syntax for matrix computation Accessing Matlab on campus Student Version Matlab + Simulink $99 Image Processing Toolbox $59 Other relevant toolboxes $29~59 (signal processing, statistics, optimization, …) CUNIX and EE lab (12th floor) has Matlab installed with CU site- license
- 5. -5- Why MATLAB? Shorter code, faster computation Focus on ideas, not implementation C: #include <math.h> double x, f[500]; for( x=1.; x < 1000; x=x+2) f[(x-1)/2]=2*sin(pow(x,3.))/3+4.56; MATLAB: f=2*sin((1:2:1000).^3)/3+4.56; But: scripting language, interpreted, can be slow
- 6. -6- MATLAB: Working With Matrices Everything is treated as a matrix Elementary matrix manipulation zeros(), ones(), size(), eig(), inv() Operators and special characters a(: ,1:2:256)=b’.*c String imstr=[‘this is lena’]; imglena=imread([imstr(9:end),’.png’]); ischar(), num2str(), …
- 7. -7- MATLAB (contd.) M-files: functions scripts Language constructs Comment: % if .. else… for… while… end Help: help function_name, helpwin, helpdesk lookfor, demo
- 8. -8- Image Processing Toolbox File I/O and display imread(), imwrite() imshow(), image(), imagesc(), movie() Demo: how different are these two images?
- 9. -9- Image Processing Toolbox (contd) Linear operations fft2(), dct2(), conv2(), filter2() Non-linear operations median(), dilate(), erode(), histeq() Statistics and analysis imhist(), ,mean2(), corr2(), std2() Colormap and type conversions colormap(), brighten(), rgbplot() rgb2ycbcr(), hsv2rgb(), im2uint8()… Demo: image histogram and enhancement.
- 10. -10- Outline Image processing tools in C, Java, … and everything else Matlab Getting started Image I/O and display Matrix manipulation Image processing demos Other points of interest: Data types and file formats Resources, pointers and getting help
- 11. -11- Image Data Types Basic unit in disk: byte (8 bits) Images are stored as unsigned integers (0- 255) Depends on the color space and the precision / bit depth 1bit, 4bit, 8bit, 24bit, 32bit (+alpha channel), indexed colors (gif, 2-8 bits) In MATLAB: uint8doubleuint8
- 12. -12- File Formats Why different file formats? Convenient to use Compact representation How many formats do we have? e.g. 30+ in a consumer image software (ACDSee) There are much more out there: raster, vector, metafile, … and growing Basic structure: Header + Data
- 13. -13- Format Comparison Format RAW BMP GIF PNG JPG Lossy? N N N N Y Compressed? N N Y Y Y 192K 193K 52.2K 106K 16K 192K 193K 5K (4bit) 23K 20K Fine prints Raw data Header ~1K Look-up table + data Quality factor 80 Two 256x256 color images Why do the two images have different sizes as GIF/PNG/JPG files ?
- 14. -14- Classification Types that MATLAB supports: BMP, JPEG, PNG, GIF, TIFF, XWD, HDF, PCX, … Other open-source libraries from “google” Image (bitmap) lossless compression no compression no loss raw, bmp, pgm, ppm, gif, tiff … png, jpeg, gif, tiff, jpeg2000… lossy compression jpeg, tiff, jpeg2000 …
- 15. -15- Resources and pointers Google, Wikipedia, Mathworld … Getting Help in Matlab Matlab help, Image Processing Demos DIP matlab tutorial online Usenet groups Commercial and free “image” processing software kits: GIMP, Adobe Photoshop, Macromedia Fireworks Adobe Illustrator, Corel Draw Picassa, ACDSee, Windows Paint, XV
- 16. -16- Summary Image processing programming tools MATLAB basics Using image processing toolbox Data type and file formats Resources and pointers
- 17. -17- < the end; & >