4 Solved Problems on Digital Image Processing - Assignment 4 | ECE 6364, Assignments of Digital Signal Processing

Material Type: Assignment; Professor: Hebert; Class: Digital Imag Processing; Subject: (Electrical and Comp Engr); University: University of Houston; Term: Spring 2009;

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Pre 2010

Uploaded on 08/19/2009

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ECE 6364 Spr 2009 HW 4 Due 2/23
Problem 1.
Consider processing a blurred image B
F to form an unsharp-masked image F
ˆ via unsharp masking
B2B
ˆFFF γ+= . Where blurred image B
F is formed by blurring with a 1st order neighborhood blur mask
having
δ
41in the middle pixel and
δ
in the other 4 pixels of the mask, solve the minimization in the
handout
+
γ
+
=
+
=
2
)0,0(),(
2
2
2
2
2]0),([])0,0([
min
nm
mnnmMKM
imize for 0>K.
to verify that the optimal
γ
is given by 556169
11028)15(
2
2
+
++
=
δδ
δδδ
γ
k (i.e. set the derivative with respect to
γ
to
0, solve for
γ
).
Problem 2.
In a 9x9 pixel window with the (0,0)th pixel in the center, label each pixel with the minimum order
neighborhood to which it belongs with respect to the center pixel of the 9x9 window.
Problem 3.
Show that the continuous LaPlacian operator ),(
2yxf is rotationally invariant; ; i.e.
y
yxf
x
yxf
y
yxf
x
yxf
2
2
2
2
2
2
2
2),(),(
'
),(
'
),(
+
=
+
Problem 4.
Which of the following matrices are unitary?
=
121
303
222
12
1
0
A
=
100
011
011
2
1
1
A
=
5
1
5
3
5
3
5
11111 5
3
5
1
5
1
5
31111
2
1
2
A
=31
13
10
1
3
A

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ECE 6364 Spr 2009 HW 4 Due 2/

Problem 1.

Consider processing a blurred image

B F to form an unsharp-masked image F

via unsharp masking

ˆ B^2 B

F = F +γ∇ F. Where blurred image F B is formed by blurring with a 1

st order neighborhood blur mask

having 1 − 4 δin the middle pixel and δ in the other 4 pixels of the mask, solve the minimization in the

handout

− + ∑ ∑ − γ

=−

=−

2

( ,) ( 0 , 0 )

2

2

2

2

2 [ ( 0 , 0 ) ] [ ( , ) 0 ]

min

m n

m (^) n

M K M mn

imize for (^) K > 0.

to verify that the optimal γ is given by

169 56 5

( 5 1 ) 28 10 1

2

2

− +

− + − +

δ δ

δ δ δ γ

k (i.e. set the derivative with respect to γ to

0, solve for γ ).

Problem 2.

In a 9x9 pixel window with the (0,0)th pixel in the center, label each pixel with the minimum order

neighborhood to which it belongs with respect to the center pixel of the 9x9 window.

Problem 3.

Show that the continuous LaPlacian operator ( , )

2 ∇ f x y is rotationally invariant; ; i.e.

y

f x y

x

f x y

y

f x y

x

f x y 2

2

2

2

2

2

2

2 ( , ) ( , )

Problem 4.

Which of the following matrices are unitary?

=

1 2 1

3 0 3

2 2 2

12

0 1 A

= −

0 0 1

1 1 0

1 1 0

2

1 1 A

− −

− −

− −

=

5

1

5

3

5

3

5

1

1 1 1 1

5

3

5

1

5

1

5

3

1 1 1 1

2

2 1 A ⎥ ⎦

= 1 3

3 1

10

3 1 A