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Implementation of edge detection for a digital image

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par Innocent MBARUBUKEYE
KIST - AO Electronics and telecommunication engineering 2008
  

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3.1.3. FUNCTION USED BY MATLAB.

MATLAB standards functions are so many but we need this:

USER DEFINED FUNCTION.

1. graythresh function: is the function used to determine a threshold value.

2. strel function: is a function used to disappear the linear gaps if the sobel image is dilated using linear structuring elements.

3. imdilate function: is the function used to dilate the binary gradient mask using the vertical structuring element followed by the horizontal structuring element.

4. imfill function: is the function used to fill the interior holes(gaps) of image.

5. imclearboarder function: is used to remove the connected object to the border of the image. We create the diamond structuring element using the strel function.

6. bwperim function: is the function used to place an outline around the segmented object.

7. BW = edge (I,'sobel'): specifies the Sobel method.

8. BW = edge (I,'sobel',thresh): specifies the sensitivity threshold for the Sobel method edge ignores all edges that are not stronger than thresh. If you do not specify thresh, or if thresh is empty ([]), edge chooses the value automatically.

MATLAB STANDARD FUNCTION.

MATLAB is a powerful programming language as well as an interactive computational environment. Files that contain code in the MATLAB language are called M-files. You create M-files using a text editor, then use them as you would any other MATLAB function or command.

There are two kinds of M-files:

Scripts, which do not accept input arguments or return output arguments. They operate on data in the workspace.

Functions, which can accept input arguments and return output arguments. Internal variables are local to the function.

If you're a new MATLAB programmer, just create the M-files that you want to try out in the current directory. As you develop more of your own M-files, you will want to organize them into other directories and personal toolboxes that you can add to your MATLAB search path.

M-FILE SCRIPTS.

SCRIPTS are the simplest kind of M-file because they have no input or output arguments. They are useful for automating series of MATLAB commands, such as computations that you have to perform repeatedly from the command line.

THE BASE WORKSPACE

Scripts share the base workspace with your interactive MATLAB session and with other scripts. They operate on existing data in the workspace, or they can create new data on which to operate. Any variables that scripts create remain in the workspace after the script finishes so you can use them for further computations. You should be aware, though, that running a script can unintentionally overwrite data stored in the base workspace by commands entered at the MATLAB command prompt.

Simple script example

These statements calculate rho for several trigonometric functions of theta, then create a series of polar plots:

% An M-file script to produce % Comment lines

% "flower petal" plots

theta = -pi:0.01:pi; % Computations

rho(1,:) = 2 * sin(5 * theta) .^ 2;

rho(2,:) = cos(10 * theta) .^ 3;

rho(3,:) = sin(theta) .^ 2;

rho(4,:) = 5 * cos(3.5 * theta) .^ 3;

for k = 1:4

polar(theta, rho(k,:)) % Graphics output

pause

end

Try entering these commands in an M-file called petals.m. This file is now a MATLAB script. Typing petals at the MATLAB command line executes the statements in the script.

M-FILE FUNCTION

FUNCTIONS are program routines, usually implemented in M-files, that accept input arguments and return output arguments. They operate on variables within their own workspace. This workspace is separate from the workspace you access at the MATLAB command prompt.

THE FUNCTION WORKSPACE

Each M-file function has an area of memory, separate from the MATLAB base workspace, in which it operates. This area, called the function workspace, gives each function its own workspace context.

While using MATLAB, the only variables you can access are those in the calling context, be it the base workspace or that of another function. The variables that you pass to a function must be in the calling context, and the function returns its output arguments to the calling workspace context. You can, however, define variables as global variables explicitly, allowing more than one workspace context to access them. You can also evaluate any MATLAB statement using variables from either the base workspace or the workspace of the calling function using the evalin function.

Simple function example

The average function is a simple M-file that calculates the average of the elements in a vector:

function y = average(x)

% AVERAGE Mean of vector elements.

% AVERAGE(X), where X is a vector, is the mean of vector

% elements. Nonvector input results in an error.

[m,n] = size(x);

if (~((m == 1) | (n == 1)) | (m == 1 & n == 1))

error('Input must be a vector')

end

y = sum(x)/length(x); % Actual computation

Try entering these commands in an M-file called average.m. The average function accepts a single input argument and returns a single output argument. To call the average function, enter

z = 1:99;

average(z)

ans =

50

TYPES OF M-FILES FUNCTION

Many functions are used. For instance, the following are the used functions:

The Primaty M-File Functions: is the first function in an M-file and typically contains the main program. Primary functios have a wide scope, the primary function can be invoked from outside of their M-File(from the matlab command line or from function in other file).

Subfunctions: act as subroutines to the main function. You can also use them to define multiple functions within a single M-file.

Nested Functions: are functions defined within another function. They can help to improve the readability of your program and also give you more flexible access to variables in the M-file.

Overloaded functions: are useful when you need to create a function that responds to different types of inputs accordingly. They are similar to overloaded functions in any object-oriented language.

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