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    X L NH S:

    n tp

    Hunh Hu [email protected]

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    27Cc bc chnh trong x l nh s

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    Compression

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    Cc bc chnh trong x l nh s:Image Aquisition

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalImageProcessing(2002)

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    Cc bc chnh trong x l nh s:Image Enhancement

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalImageProcessing(2002)

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    Cc bc chnh trong x l nh s:Image Restoration

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalImageProcessing(2002)

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    Cc bc chnh trong x l nh s:Morphological Processing

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalImageProcessing(2002)

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    Cc bc chnh trong x l nh s:Segmentation

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalImageProcessing(2002)

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    Cc bc chnh trong x l nh s:Object Recognition

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalIma

    geProcessing(2002)

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    Cc bc chnh trong x l nh s:Representation & Description

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalIma

    geProcessing(2002)

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    Cc bc chnh trong x l nh s:Image Compression

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    Compression

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    Cc bc chnh trong x l nh s:Colour Image Processing

    Image

    Acquisition

    Image

    Restoration

    Morphological

    Processing

    Segmentation

    Representation

    & Description

    ImageEnhancement

    Object

    Recognition

    Problem Domain

    Colour Image

    Processing

    Image

    CompressionImagestakenfromGonzalez&Woods,

    DigitalIma

    geProcessing(2002)

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    27ACHTUNG!

    THIS IS NOT A LIST OF

    WHAT IS COMING UP IN

    YOUR EXAM DO NOT

    COMPLAIN!

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    27Gii thiu x l nh s

    Th no l nh s?Th no l x l nh s?

    Lch s ca x l nh s

    Lnh vc ng dng ca x l nh s

    Cc bc chnh trong x l nh s

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    27C s v x l nh s

    H thng th gic ca con nginh sng v ph in t

    Thu nhn nh

    Ly mu nh v lng t ha

    Phn gii theo mc xm v khng gian

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    27Ci thin nh

    Ci thin nh trong min khng gian vmin tn s

    X l im

    Bin i Log Bin i luyw tha

    Histograms

    Histogram ca nh l g Cn bng Histogram

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    27Lc khng gian

    Qu trnh lc khng gian Can you explain how it works?

    Lc lm mn

    Vn vi bin nh trong qu trnh lc M rng v cc k thut m rng

    S khc nhau gia tng quan v tch chp

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    27Lc khng gian (tt)

    o hm khng gian

    Bc 1st

    Bc 2nd

    Cc b lc da trn o hm

    Lm th no lm nt nh s dng b lc

    )()1( xfxfx

    f

    )(2)1()1(2

    2

    xfxfxfxf

    -1 -2 -1

    0 0 0

    1 2 1

    -1 0 1

    -2 0 2

    -1 0 1

    Sobel

    0 1 0

    1 -4 1

    0 1 0

    Laplacian

    You dont need to knowthe maths used to derive

    these filters

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    27Lc min tn s

    Bin i Fourier tng

    Khng quan tm n biu din ton hc

    Tm quan trng ca bin i Fourier ngcLm vic ca lc trong min tn s

    Lc thng thp

    L g? Lc thng thp l tng

    Lc thng thp Butterworth

    Lc thng thp Gaussian

    You dont need to knowthe equations for these,

    but you must be able to

    draw them and explainwhat they do

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    27Lc min tn s (tt)

    Lc thng cao L g?

    Lc thng cao l tng

    Lc thng cao Butterworth Lc thng cao Gaussian

    Bin i Fourier nhanh v tm quan trng

    ca n

    You dont need to knowthe equations for these,

    but you must be able todraw them and explain

    what they do

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    27Phc hi nh: Loi b nhiu

    Ci thin nh khc vi phc hi nh ngha ca loi b nhiu? ngha ca m hnh nhiu?

    Cc m hnh nhiu thng dng Gaussian Rayleigh

    Erlang

    Lc loi b nhiu Lc trung bnh n gin

    Cc lc trung bnh khc

    ),(),(),( yxyxfyxg

    Exponential

    Uniform

    Impulse (salt & pepper)

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    27Phc hi nh: Loi b nhiu (tt)

    Lc thng k c th t Median filter Max and min filter Midpoint filterAlpha trimmed mean filter

    Loi b nhiu trong min tn s Tt cho loi b cc nhiu nh k

    Band reject filters Ideal band reject filter Butterworth band reject filter Gaussian band reject filter

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    27Phn on nh: ct ngng

    Vn phn onTm quan trng ca phn on

    Vn ny sinh vi ct ngng

    C s thut ton ct ngng ton cc

    Ct ngng mt gi tr v ct ngng nhiugi tr

    C s ct ngng tng thch

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    27X l Morphological

    Cc khi nim v thao tc morphological cbn

    Hitting, fitting and missing

    Erosion and dilation Opening and closing

    Cc thut ton Morphological

    Boundary extraction Region filling

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    27Your Exam!

    Follows the same format as previous years4 questions in each section, attempt any 3

    questions from each section

    Read the questions carefullyDO THE PAST PAPERS available online

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    27Tm tt

    C hai vic chnh trong x l nh Ci thin nh hin th cho con ngi

    Chun b nh cho my x l

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    Thank you very

    much for listeningand good luck in

    your exams