SlideShare a Scribd company logo
1 of 8
Prof. Neeraj Bhargava
Pramod Singh Rathore
Department of Computer Science
School of Engineering & System Sciences,
MDS University Ajmer, Rajasthan, India
1
Image Enhancement
Session Objectives
 What is Image ?
 Image enhancement methods:
 Spatial-Frequency domain enhancement methods
 Point operations
 Histogram operations
 Spatial operations
 Transform operations
2
Image Enhancement
 The principal objective of image enhancement is to process a
given image so that the result is more suitable than the original
image for a specific application.
 It accentuates or sharpens image features such as edges,
boundaries, or contrast to make a graphic display more helpful
for display and analysis.
 The enhancement doesn't increase the inherent information
content of the data, but it increases the dynamic range of the
chosen features so that they can be detected easily.
3
Cntd
4
Image Enhancement
5
Assignment 1
 What is Image processing ? Explain with suitable example
 What are the benefits of DIP
 What do you mean by DIP ?
6
Queries ????
7
8

More Related Content

What's hot

A review on image enhancement techniques
A review on image enhancement techniquesA review on image enhancement techniques
A review on image enhancement techniquesIJEACS
 
Enhancement of Medical Images using Histogram Based Hybrid Technique
Enhancement of Medical Images using Histogram Based Hybrid TechniqueEnhancement of Medical Images using Histogram Based Hybrid Technique
Enhancement of Medical Images using Histogram Based Hybrid TechniqueINFOGAIN PUBLICATION
 
A Review Paper on Fingerprint Image Enhancement with Different Methods
A Review Paper on Fingerprint Image Enhancement with Different MethodsA Review Paper on Fingerprint Image Enhancement with Different Methods
A Review Paper on Fingerprint Image Enhancement with Different MethodsIJMER
 
A Review of Image Contrast Enhancement Techniques
A Review of Image Contrast Enhancement TechniquesA Review of Image Contrast Enhancement Techniques
A Review of Image Contrast Enhancement TechniquesIRJET Journal
 
An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...
An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...
An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...iosrjce
 
IRJET- Image Enhancement using Various Discrete Wavelet Transformation Fi...
IRJET-  	  Image Enhancement using Various Discrete Wavelet Transformation Fi...IRJET-  	  Image Enhancement using Various Discrete Wavelet Transformation Fi...
IRJET- Image Enhancement using Various Discrete Wavelet Transformation Fi...IRJET Journal
 
A Novel Approach for Edge Detection using Modified ACIES Filtering
A Novel Approach for Edge Detection using Modified ACIES FilteringA Novel Approach for Edge Detection using Modified ACIES Filtering
A Novel Approach for Edge Detection using Modified ACIES Filteringidescitation
 
Paper id 28201446
Paper id 28201446Paper id 28201446
Paper id 28201446IJRAT
 
The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...
The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...
The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...iosrjce
 
HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...
HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...
HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...acijjournal
 
A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...
A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...
A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...cscpconf
 
Filter for Removal of Impulse Noise By Using Fuzzy Logic
Filter for Removal of Impulse Noise By Using Fuzzy LogicFilter for Removal of Impulse Noise By Using Fuzzy Logic
Filter for Removal of Impulse Noise By Using Fuzzy LogicCSCJournals
 
Image restoration and enhancement #2
Image restoration and enhancement #2 Image restoration and enhancement #2
Image restoration and enhancement #2 Gera Paulos
 

What's hot (17)

A review on image enhancement techniques
A review on image enhancement techniquesA review on image enhancement techniques
A review on image enhancement techniques
 
F0342032038
F0342032038F0342032038
F0342032038
 
Enhancement of Medical Images using Histogram Based Hybrid Technique
Enhancement of Medical Images using Histogram Based Hybrid TechniqueEnhancement of Medical Images using Histogram Based Hybrid Technique
Enhancement of Medical Images using Histogram Based Hybrid Technique
 
Dh33653657
Dh33653657Dh33653657
Dh33653657
 
A Review Paper on Fingerprint Image Enhancement with Different Methods
A Review Paper on Fingerprint Image Enhancement with Different MethodsA Review Paper on Fingerprint Image Enhancement with Different Methods
A Review Paper on Fingerprint Image Enhancement with Different Methods
 
M.sc.iii sem digital image processing unit ii
M.sc.iii sem digital image processing  unit iiM.sc.iii sem digital image processing  unit ii
M.sc.iii sem digital image processing unit ii
 
A Review of Image Contrast Enhancement Techniques
A Review of Image Contrast Enhancement TechniquesA Review of Image Contrast Enhancement Techniques
A Review of Image Contrast Enhancement Techniques
 
An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...
An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...
An Efficient Approach of Segmentation and Blind Deconvolution in Image Restor...
 
IRJET- Image Enhancement using Various Discrete Wavelet Transformation Fi...
IRJET-  	  Image Enhancement using Various Discrete Wavelet Transformation Fi...IRJET-  	  Image Enhancement using Various Discrete Wavelet Transformation Fi...
IRJET- Image Enhancement using Various Discrete Wavelet Transformation Fi...
 
A Novel Approach for Edge Detection using Modified ACIES Filtering
A Novel Approach for Edge Detection using Modified ACIES FilteringA Novel Approach for Edge Detection using Modified ACIES Filtering
A Novel Approach for Edge Detection using Modified ACIES Filtering
 
Paper id 28201446
Paper id 28201446Paper id 28201446
Paper id 28201446
 
The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...
The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...
The Performance Analysis of Median Filter for Suppressing Impulse Noise from ...
 
HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...
HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...
HYBRID APPROACH FOR NOISE REMOVAL AND IMAGE ENHANCEMENT OF BRAIN TUMORS IN MA...
 
A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...
A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...
A REGULARIZED ROBUST SUPER-RESOLUTION APPROACH FORALIASED IMAGES AND LOW RESO...
 
M.sc.iii sem digital image processing unit iv
M.sc.iii sem digital image processing unit ivM.sc.iii sem digital image processing unit iv
M.sc.iii sem digital image processing unit iv
 
Filter for Removal of Impulse Noise By Using Fuzzy Logic
Filter for Removal of Impulse Noise By Using Fuzzy LogicFilter for Removal of Impulse Noise By Using Fuzzy Logic
Filter for Removal of Impulse Noise By Using Fuzzy Logic
 
Image restoration and enhancement #2
Image restoration and enhancement #2 Image restoration and enhancement #2
Image restoration and enhancement #2
 

Similar to 2.image enhancement

6.histogram processing
6.histogram processing6.histogram processing
6.histogram processingPramod Rathore
 
1.introduction to image processing
1.introduction to image processing1.introduction to image processing
1.introduction to image processingPramod Rathore
 
13000121008_SAYAK JANA_Pattern Recognition.pptx
13000121008_SAYAK JANA_Pattern Recognition.pptx13000121008_SAYAK JANA_Pattern Recognition.pptx
13000121008_SAYAK JANA_Pattern Recognition.pptxSayakJana4
 
ImageEnhancement.pptx
ImageEnhancement.pptxImageEnhancement.pptx
ImageEnhancement.pptxLakralyrics
 
Image processing (1)
Image processing (1)Image processing (1)
Image processing (1)SHIVAM GUPTA
 
Adaptive Image Resizing using Edge Contrasting
Adaptive Image Resizing using Edge ContrastingAdaptive Image Resizing using Edge Contrasting
Adaptive Image Resizing using Edge Contrastingijtsrd
 
A Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition SystemA Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition Systemgerogepatton
 
A Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition SystemA Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition Systemgerogepatton
 
A Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition SystemA Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition Systemgerogepatton
 
Contrast Enhancement Techniques: A Brief and Concise Review
Contrast Enhancement Techniques: A Brief and Concise ReviewContrast Enhancement Techniques: A Brief and Concise Review
Contrast Enhancement Techniques: A Brief and Concise ReviewIRJET Journal
 
Image Contrast Enhancement Approach using Differential Evolution and Particle...
Image Contrast Enhancement Approach using Differential Evolution and Particle...Image Contrast Enhancement Approach using Differential Evolution and Particle...
Image Contrast Enhancement Approach using Differential Evolution and Particle...IRJET Journal
 
IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...
IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...
IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...IRJET Journal
 
Removal of Unwanted Objects using Image Inpainting - a Technical Review
Removal of Unwanted Objects using Image Inpainting - a Technical ReviewRemoval of Unwanted Objects using Image Inpainting - a Technical Review
Removal of Unwanted Objects using Image Inpainting - a Technical ReviewIJERA Editor
 
Lung Cancer Detection using Image Processing Techniques
Lung Cancer Detection using Image Processing TechniquesLung Cancer Detection using Image Processing Techniques
Lung Cancer Detection using Image Processing TechniquesIRJET Journal
 
An Effective Attendance Management System using Face Recognition
An Effective Attendance Management System using Face RecognitionAn Effective Attendance Management System using Face Recognition
An Effective Attendance Management System using Face RecognitionIRJET Journal
 
Ijarcet vol-2-issue-4-1342-1346
Ijarcet vol-2-issue-4-1342-1346Ijarcet vol-2-issue-4-1342-1346
Ijarcet vol-2-issue-4-1342-1346Editor IJARCET
 
Enhanced ridge structure for improving fingerprint image quality based on a w...
Enhanced ridge structure for improving fingerprint image quality based on a w...Enhanced ridge structure for improving fingerprint image quality based on a w...
Enhanced ridge structure for improving fingerprint image quality based on a w...LogicMindtech Nologies
 
A review on digital image processing paper
A review on digital image processing paperA review on digital image processing paper
A review on digital image processing paperCharlie716895
 

Similar to 2.image enhancement (20)

6.histogram processing
6.histogram processing6.histogram processing
6.histogram processing
 
1.introduction to image processing
1.introduction to image processing1.introduction to image processing
1.introduction to image processing
 
13000121008_SAYAK JANA_Pattern Recognition.pptx
13000121008_SAYAK JANA_Pattern Recognition.pptx13000121008_SAYAK JANA_Pattern Recognition.pptx
13000121008_SAYAK JANA_Pattern Recognition.pptx
 
ImageEnhancement.pptx
ImageEnhancement.pptxImageEnhancement.pptx
ImageEnhancement.pptx
 
Image processing (1)
Image processing (1)Image processing (1)
Image processing (1)
 
Adaptive Image Resizing using Edge Contrasting
Adaptive Image Resizing using Edge ContrastingAdaptive Image Resizing using Edge Contrasting
Adaptive Image Resizing using Edge Contrasting
 
A Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition SystemA Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition System
 
A Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition SystemA Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition System
 
A Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition SystemA Modified CNN-Based Face Recognition System
A Modified CNN-Based Face Recognition System
 
Contrast Enhancement Techniques: A Brief and Concise Review
Contrast Enhancement Techniques: A Brief and Concise ReviewContrast Enhancement Techniques: A Brief and Concise Review
Contrast Enhancement Techniques: A Brief and Concise Review
 
Image Contrast Enhancement Approach using Differential Evolution and Particle...
Image Contrast Enhancement Approach using Differential Evolution and Particle...Image Contrast Enhancement Approach using Differential Evolution and Particle...
Image Contrast Enhancement Approach using Differential Evolution and Particle...
 
IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...
IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...
IRJET - An Enhanced Approach for Extraction of Text from an Image using Fuzzy...
 
Removal of Unwanted Objects using Image Inpainting - a Technical Review
Removal of Unwanted Objects using Image Inpainting - a Technical ReviewRemoval of Unwanted Objects using Image Inpainting - a Technical Review
Removal of Unwanted Objects using Image Inpainting - a Technical Review
 
Computer Science 2.pptx
Computer Science 2.pptxComputer Science 2.pptx
Computer Science 2.pptx
 
Lung Cancer Detection using Image Processing Techniques
Lung Cancer Detection using Image Processing TechniquesLung Cancer Detection using Image Processing Techniques
Lung Cancer Detection using Image Processing Techniques
 
Ijcatr04051016
Ijcatr04051016Ijcatr04051016
Ijcatr04051016
 
An Effective Attendance Management System using Face Recognition
An Effective Attendance Management System using Face RecognitionAn Effective Attendance Management System using Face Recognition
An Effective Attendance Management System using Face Recognition
 
Ijarcet vol-2-issue-4-1342-1346
Ijarcet vol-2-issue-4-1342-1346Ijarcet vol-2-issue-4-1342-1346
Ijarcet vol-2-issue-4-1342-1346
 
Enhanced ridge structure for improving fingerprint image quality based on a w...
Enhanced ridge structure for improving fingerprint image quality based on a w...Enhanced ridge structure for improving fingerprint image quality based on a w...
Enhanced ridge structure for improving fingerprint image quality based on a w...
 
A review on digital image processing paper
A review on digital image processing paperA review on digital image processing paper
A review on digital image processing paper
 

More from Pramod Rathore

Restoration by spatial filtering
Restoration by spatial filteringRestoration by spatial filtering
Restoration by spatial filteringPramod Rathore
 
Image enhancement in frequency domain
Image enhancement in frequency domainImage enhancement in frequency domain
Image enhancement in frequency domainPramod Rathore
 
Image enhancement in fourier transform part ii
Image enhancement in fourier transform  part iiImage enhancement in fourier transform  part ii
Image enhancement in fourier transform part iiPramod Rathore
 
Image enhancement in fourier transform
Image enhancement in fourier transformImage enhancement in fourier transform
Image enhancement in fourier transformPramod Rathore
 
How to handling strings in r
How to handling strings in rHow to handling strings in r
How to handling strings in rPramod Rathore
 
Smoothing spatial filtering
Smoothing spatial filteringSmoothing spatial filtering
Smoothing spatial filteringPramod Rathore
 
5.image enhancement in spatial domain copy - copy
5.image enhancement in spatial domain   copy - copy5.image enhancement in spatial domain   copy - copy
5.image enhancement in spatial domain copy - copyPramod Rathore
 
4.image enhancement in spatial domain copy
4.image enhancement in spatial domain   copy4.image enhancement in spatial domain   copy
4.image enhancement in spatial domain copyPramod Rathore
 
Issues in machine learning
Issues in machine learningIssues in machine learning
Issues in machine learningPramod Rathore
 
Image enhancement in spatial domain
Image enhancement in spatial domainImage enhancement in spatial domain
Image enhancement in spatial domainPramod Rathore
 

More from Pramod Rathore (20)

Restoration by spatial filtering
Restoration by spatial filteringRestoration by spatial filtering
Restoration by spatial filtering
 
Image restoration
Image restorationImage restoration
Image restoration
 
Homomorphic filtering
Homomorphic filteringHomomorphic filtering
Homomorphic filtering
 
Sharpening filtering
Sharpening filteringSharpening filtering
Sharpening filtering
 
Image enhancement in frequency domain
Image enhancement in frequency domainImage enhancement in frequency domain
Image enhancement in frequency domain
 
Image enhancement in fourier transform part ii
Image enhancement in fourier transform  part iiImage enhancement in fourier transform  part ii
Image enhancement in fourier transform part ii
 
Image enhancement in fourier transform
Image enhancement in fourier transformImage enhancement in fourier transform
Image enhancement in fourier transform
 
Control statements
Control statementsControl statements
Control statements
 
Basic image operation
Basic image operationBasic image operation
Basic image operation
 
How to handling strings in r
How to handling strings in rHow to handling strings in r
How to handling strings in r
 
Smoothing spatial filtering
Smoothing spatial filteringSmoothing spatial filtering
Smoothing spatial filtering
 
Handle list in r
Handle list in rHandle list in r
Handle list in r
 
Spatial filtering
Spatial filteringSpatial filtering
Spatial filtering
 
Data types in r
Data types in rData types in r
Data types in r
 
5.image enhancement in spatial domain copy - copy
5.image enhancement in spatial domain   copy - copy5.image enhancement in spatial domain   copy - copy
5.image enhancement in spatial domain copy - copy
 
4.image enhancement in spatial domain copy
4.image enhancement in spatial domain   copy4.image enhancement in spatial domain   copy
4.image enhancement in spatial domain copy
 
Issues in machine learning
Issues in machine learningIssues in machine learning
Issues in machine learning
 
R programming
R programmingR programming
R programming
 
Image enhancement in spatial domain
Image enhancement in spatial domainImage enhancement in spatial domain
Image enhancement in spatial domain
 
Id3
Id3Id3
Id3
 

Recently uploaded

Framing an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdf
Framing an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdfFraming an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdf
Framing an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdfUjwalaBharambe
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...Marc Dusseiller Dusjagr
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxiammrhaywood
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
Capitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptxCapitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptxCapitolTechU
 
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTiammrhaywood
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17Celine George
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentInMediaRes1
 
Biting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfBiting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfadityarao40181
 
Roles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceRoles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceSamikshaHamane
 
DATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersDATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersSabitha Banu
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Celine George
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatYousafMalik24
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon AUnboundStockton
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfMahmoud M. Sallam
 
MARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized GroupMARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized GroupJonathanParaisoCruz
 

Recently uploaded (20)

Framing an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdf
Framing an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdfFraming an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdf
Framing an Appropriate Research Question 6b9b26d93da94caf993c038d9efcdedb.pdf
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
Capitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptxCapitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptx
 
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media Component
 
Biting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfBiting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdf
 
OS-operating systems- ch04 (Threads) ...
OS-operating systems- ch04 (Threads) ...OS-operating systems- ch04 (Threads) ...
OS-operating systems- ch04 (Threads) ...
 
Roles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceRoles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in Pharmacovigilance
 
DATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersDATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginners
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice great
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon A
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdf
 
MARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized GroupMARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized Group
 

2.image enhancement

  • 1. Prof. Neeraj Bhargava Pramod Singh Rathore Department of Computer Science School of Engineering & System Sciences, MDS University Ajmer, Rajasthan, India 1 Image Enhancement
  • 2. Session Objectives  What is Image ?  Image enhancement methods:  Spatial-Frequency domain enhancement methods  Point operations  Histogram operations  Spatial operations  Transform operations 2
  • 3. Image Enhancement  The principal objective of image enhancement is to process a given image so that the result is more suitable than the original image for a specific application.  It accentuates or sharpens image features such as edges, boundaries, or contrast to make a graphic display more helpful for display and analysis.  The enhancement doesn't increase the inherent information content of the data, but it increases the dynamic range of the chosen features so that they can be detected easily. 3
  • 6. Assignment 1  What is Image processing ? Explain with suitable example  What are the benefits of DIP  What do you mean by DIP ? 6
  • 8. 8