SlideShare a Scribd company logo
1 of 11
Download to read offline
Glaucoma Screening Test by
Segmentation of Optical Disc &
Cup Using MATLAB
Showcased by: Hussain S
AGENDA
1.What is Glaucoma & it’s
screening test?
2.What is meant by Optical
disc and Cup?
3.Why segmentation is
necessary?
4.Architectural Design of
System
5.Conclusion
What is meant by
Glaucoma?
• Glaucoma is a general term used to
describe a group of eye disorders
that damage your optic nerve.
• It’s the most common form of optic
nerve damage leading to vision loss.
• The name of this pressure is
intraocular pressure (IOP), or eye
pressure.
4
Types of
Glaucoma
What is meant by Optical
Cup & Disc?
• Optic cup is the bright central part of the
optic disc and which is an essential
parameter for detecting glaucoma.
• Compared to the optic disc, the optic cup
is smaller in size.
• Glaucoma usually presents as optic disc
cupping without pallor.
• This can help differentiate glaucoma
from other ophthalmic pathologies that
can change the color of the optic nerve.
• A normal optic disc has a pink-orange
appearance with a pale center where the
optic cup is.
Glaucoma Screening Test
• Glaucoma tests can determine
whether the optic nerve is
damaged, which may cause
vision problems.
• An ophthalmologist may
recommend a combination of
quick, painless procedures.
• Tests include angle test, corneal
thickness test, dilated eye exam,
eye pressure check, optic nerve
imaging and visual field testing.
6
7
8
Image
Acquisition
Image
Preprocessing
Optic Disc using disc
Photography (DP) and
Optical Coherence
Tomography(OCT).
K-means/Gabor
Filter/ONH &
RNHL
Segmentation.
Morphological
Features:
1)Erode,
2)Dilate.
Optic Cup
Segmentation :
Using
Binarization.
Cup-to-Disc
ratio(CDR
Calculation)
Glaucoma
Diagnosis.
Architectural
Design of
System.
Architectural Design of System:
o Image Acquisition: It can be broadly defined as action of retrieving from source.
o Image Preprocessing: It mainly focuses on noise remioval process .Such as image filteration,
color contrast enhancement.
o Optic Disc Segmentation: Using Disc Tomography (DT) and Optical Coherence Tomography(OCT)
o K-means Clustering: It is unsupervised clustering algorithm input data points into multiple class,
inherent distance.
o Gabour Filter: Used to accurate the image boundary.
o ONH and RNFL segmentation:Dividing and analyzing specific layers or regions of the optic nerve
head (ONH) and retinal nerve fiber layer (RNFL).
o Morphological Features: For description of shape of Object/ Regions. There are two operations
performed, Erosion and Dilation.
o Optic Cup Segmentation: Using Binarization.
o Cup-to-Disc ratio(CDR Calculation): If CDR value grater than threshold, then it is glaucomatous,
otherwise Healthy eye.
o Glaucoma Diagnosis: Through Medical Image acquisition, we can detect the Glaucoma of the
human eye.
9
10
Conclusion
From Glaucoma,screening test of
Optic Disc and Cup using Image
processing technique (MATLAB) for
diagnosis is done.
Through Cup-to-disc calculation/ratio
(CDR): Distance of optic cup is
measured, from which types of
glaucoma can be detected (as given
in image) and accordingly further
diagnosis is done.
Thank
you

More Related Content

Similar to Glaucoma Screening Test by Segmentation of Optical Disc & Cup Using MATLAB

SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...
SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...
SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...pharmaindexing
 
Optic Nerve Head Evaluation.pptx
Optic Nerve Head Evaluation.pptxOptic Nerve Head Evaluation.pptx
Optic Nerve Head Evaluation.pptxGariyashee Lahkar
 
IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...
IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...
IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...IRJET Journal
 
Glaucoma Detection and Image Processing Approaches: A Review
Glaucoma Detection and Image Processing Approaches: A ReviewGlaucoma Detection and Image Processing Approaches: A Review
Glaucoma Detection and Image Processing Approaches: A ReviewDR.P.S.JAGADEESH KUMAR
 
Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4kebaplik
 
Optical Coherence Tomography - principle and uses in ophthalmology
Optical Coherence Tomography - principle and uses in ophthalmologyOptical Coherence Tomography - principle and uses in ophthalmology
Optical Coherence Tomography - principle and uses in ophthalmologytapan_jakkal
 
Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4kebaplik
 
SURVEY OF GLAUCOMA DETECTION METHODS
SURVEY OF GLAUCOMA DETECTION METHODSSURVEY OF GLAUCOMA DETECTION METHODS
SURVEY OF GLAUCOMA DETECTION METHODSEditor IJMTER
 
Newer modalities in diagnosis of glaucoma
Newer modalities in diagnosis of glaucomaNewer modalities in diagnosis of glaucoma
Newer modalities in diagnosis of glaucomaBipin Bista
 
Recent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucomaRecent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucomaJaspreet Kauldhar
 
Recent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucomaRecent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucomaJaspreet Kauldhar
 
Optic nerve head evaluation in glaucoma
Optic nerve head evaluation in glaucomaOptic nerve head evaluation in glaucoma
Optic nerve head evaluation in glaucomaDr Laltanpuia Chhangte
 
Optical coherence tomography
Optical coherence tomographyOptical coherence tomography
Optical coherence tomographySinan çalışkan
 
Glucoma detection.pptx
Glucoma detection.pptxGlucoma detection.pptx
Glucoma detection.pptxpriyaghate2
 
Optical coherence tomography in glaucoma - Dr Shylesh Dabke
Optical coherence tomography in glaucoma - Dr Shylesh DabkeOptical coherence tomography in glaucoma - Dr Shylesh Dabke
Optical coherence tomography in glaucoma - Dr Shylesh DabkeShylesh Dabke
 
Glaucoma Disease Diagnosis Using Feed Forward Neural Network
Glaucoma Disease Diagnosis Using Feed Forward Neural Network Glaucoma Disease Diagnosis Using Feed Forward Neural Network
Glaucoma Disease Diagnosis Using Feed Forward Neural Network ijcisjournal
 

Similar to Glaucoma Screening Test by Segmentation of Optical Disc & Cup Using MATLAB (20)

SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...
SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...
SUPERPIXEL CLASSIFICATION BASED OPTIC DISC AND OPTIC CUP SEGMENTATION FOR GLA...
 
Optic Nerve Head Evaluation.pptx
Optic Nerve Head Evaluation.pptxOptic Nerve Head Evaluation.pptx
Optic Nerve Head Evaluation.pptx
 
IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...
IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...
IRJET- Segmentation of Optic Disc using Bit Plane Technique for Glaucoma Scre...
 
Oct demystified
Oct demystified  Oct demystified
Oct demystified
 
Glaucoma Detection and Image Processing Approaches: A Review
Glaucoma Detection and Image Processing Approaches: A ReviewGlaucoma Detection and Image Processing Approaches: A Review
Glaucoma Detection and Image Processing Approaches: A Review
 
Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4
 
Optical Coherence Tomography - principle and uses in ophthalmology
Optical Coherence Tomography - principle and uses in ophthalmologyOptical Coherence Tomography - principle and uses in ophthalmology
Optical Coherence Tomography - principle and uses in ophthalmology
 
Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4Optical coherence-tomography-120421562843883-4
Optical coherence-tomography-120421562843883-4
 
SURVEY OF GLAUCOMA DETECTION METHODS
SURVEY OF GLAUCOMA DETECTION METHODSSURVEY OF GLAUCOMA DETECTION METHODS
SURVEY OF GLAUCOMA DETECTION METHODS
 
Final oct
Final octFinal oct
Final oct
 
Newer modalities in diagnosis of glaucoma
Newer modalities in diagnosis of glaucomaNewer modalities in diagnosis of glaucoma
Newer modalities in diagnosis of glaucoma
 
Recent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucomaRecent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucoma
 
Recent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucomaRecent advances in diagnosis of glaucoma
Recent advances in diagnosis of glaucoma
 
Optic nerve head evaluation in glaucoma
Optic nerve head evaluation in glaucomaOptic nerve head evaluation in glaucoma
Optic nerve head evaluation in glaucoma
 
Optical coherence tomography
Optical coherence tomographyOptical coherence tomography
Optical coherence tomography
 
Role of oct in glaucoma
Role of oct in glaucomaRole of oct in glaucoma
Role of oct in glaucoma
 
Glucoma detection.pptx
Glucoma detection.pptxGlucoma detection.pptx
Glucoma detection.pptx
 
Optical coherence tomography in glaucoma - Dr Shylesh Dabke
Optical coherence tomography in glaucoma - Dr Shylesh DabkeOptical coherence tomography in glaucoma - Dr Shylesh Dabke
Optical coherence tomography in glaucoma - Dr Shylesh Dabke
 
643 648
643 648643 648
643 648
 
Glaucoma Disease Diagnosis Using Feed Forward Neural Network
Glaucoma Disease Diagnosis Using Feed Forward Neural Network Glaucoma Disease Diagnosis Using Feed Forward Neural Network
Glaucoma Disease Diagnosis Using Feed Forward Neural Network
 

Recently uploaded

Geometric constructions Engineering Drawing.pdf
Geometric constructions Engineering Drawing.pdfGeometric constructions Engineering Drawing.pdf
Geometric constructions Engineering Drawing.pdfJNTUA
 
"United Nations Park" Site Visit Report.
"United Nations Park" Site  Visit Report."United Nations Park" Site  Visit Report.
"United Nations Park" Site Visit Report.MdManikurRahman
 
Autodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxAutodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxMustafa Ahmed
 
Worksharing and 3D Modeling with Revit.pptx
Worksharing and 3D Modeling with Revit.pptxWorksharing and 3D Modeling with Revit.pptx
Worksharing and 3D Modeling with Revit.pptxMustafa Ahmed
 
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas SachpazisSeismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas SachpazisDr.Costas Sachpazis
 
Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..MaherOthman7
 
Filters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsFilters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsMathias Magdowski
 
AI in Healthcare Innovative use cases and applications.pdf
AI in Healthcare Innovative use cases and applications.pdfAI in Healthcare Innovative use cases and applications.pdf
AI in Healthcare Innovative use cases and applications.pdfmahaffeycheryld
 
Low Altitude Air Defense (LAAD) Gunner’s Handbook
Low Altitude Air Defense (LAAD) Gunner’s HandbookLow Altitude Air Defense (LAAD) Gunner’s Handbook
Low Altitude Air Defense (LAAD) Gunner’s HandbookPeterJack13
 
Artificial Intelligence in due diligence
Artificial Intelligence in due diligenceArtificial Intelligence in due diligence
Artificial Intelligence in due diligencemahaffeycheryld
 
Fuzzy logic method-based stress detector with blood pressure and body tempera...
Fuzzy logic method-based stress detector with blood pressure and body tempera...Fuzzy logic method-based stress detector with blood pressure and body tempera...
Fuzzy logic method-based stress detector with blood pressure and body tempera...IJECEIAES
 
analog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxanalog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxKarpagam Institute of Teechnology
 
21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docx21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docxrahulmanepalli02
 
21scheme vtu syllabus of visveraya technological university
21scheme vtu syllabus of visveraya technological university21scheme vtu syllabus of visveraya technological university
21scheme vtu syllabus of visveraya technological universityMohd Saifudeen
 
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfInvolute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfJNTUA
 
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdflitvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdfAlexander Litvinenko
 
Research Methodolgy & Intellectual Property Rights Series 2
Research Methodolgy & Intellectual Property Rights Series 2Research Methodolgy & Intellectual Property Rights Series 2
Research Methodolgy & Intellectual Property Rights Series 2T.D. Shashikala
 
Performance enhancement of machine learning algorithm for breast cancer diagn...
Performance enhancement of machine learning algorithm for breast cancer diagn...Performance enhancement of machine learning algorithm for breast cancer diagn...
Performance enhancement of machine learning algorithm for breast cancer diagn...IJECEIAES
 
Operating System chapter 9 (Virtual Memory)
Operating System chapter 9 (Virtual Memory)Operating System chapter 9 (Virtual Memory)
Operating System chapter 9 (Virtual Memory)NareenAsad
 
What is Coordinate Measuring Machine? CMM Types, Features, Functions
What is Coordinate Measuring Machine? CMM Types, Features, FunctionsWhat is Coordinate Measuring Machine? CMM Types, Features, Functions
What is Coordinate Measuring Machine? CMM Types, Features, FunctionsVIEW
 

Recently uploaded (20)

Geometric constructions Engineering Drawing.pdf
Geometric constructions Engineering Drawing.pdfGeometric constructions Engineering Drawing.pdf
Geometric constructions Engineering Drawing.pdf
 
"United Nations Park" Site Visit Report.
"United Nations Park" Site  Visit Report."United Nations Park" Site  Visit Report.
"United Nations Park" Site Visit Report.
 
Autodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxAutodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptx
 
Worksharing and 3D Modeling with Revit.pptx
Worksharing and 3D Modeling with Revit.pptxWorksharing and 3D Modeling with Revit.pptx
Worksharing and 3D Modeling with Revit.pptx
 
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas SachpazisSeismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
 
Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..
 
Filters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsFilters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility Applications
 
AI in Healthcare Innovative use cases and applications.pdf
AI in Healthcare Innovative use cases and applications.pdfAI in Healthcare Innovative use cases and applications.pdf
AI in Healthcare Innovative use cases and applications.pdf
 
Low Altitude Air Defense (LAAD) Gunner’s Handbook
Low Altitude Air Defense (LAAD) Gunner’s HandbookLow Altitude Air Defense (LAAD) Gunner’s Handbook
Low Altitude Air Defense (LAAD) Gunner’s Handbook
 
Artificial Intelligence in due diligence
Artificial Intelligence in due diligenceArtificial Intelligence in due diligence
Artificial Intelligence in due diligence
 
Fuzzy logic method-based stress detector with blood pressure and body tempera...
Fuzzy logic method-based stress detector with blood pressure and body tempera...Fuzzy logic method-based stress detector with blood pressure and body tempera...
Fuzzy logic method-based stress detector with blood pressure and body tempera...
 
analog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxanalog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptx
 
21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docx21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docx
 
21scheme vtu syllabus of visveraya technological university
21scheme vtu syllabus of visveraya technological university21scheme vtu syllabus of visveraya technological university
21scheme vtu syllabus of visveraya technological university
 
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfInvolute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
 
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdflitvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
 
Research Methodolgy & Intellectual Property Rights Series 2
Research Methodolgy & Intellectual Property Rights Series 2Research Methodolgy & Intellectual Property Rights Series 2
Research Methodolgy & Intellectual Property Rights Series 2
 
Performance enhancement of machine learning algorithm for breast cancer diagn...
Performance enhancement of machine learning algorithm for breast cancer diagn...Performance enhancement of machine learning algorithm for breast cancer diagn...
Performance enhancement of machine learning algorithm for breast cancer diagn...
 
Operating System chapter 9 (Virtual Memory)
Operating System chapter 9 (Virtual Memory)Operating System chapter 9 (Virtual Memory)
Operating System chapter 9 (Virtual Memory)
 
What is Coordinate Measuring Machine? CMM Types, Features, Functions
What is Coordinate Measuring Machine? CMM Types, Features, FunctionsWhat is Coordinate Measuring Machine? CMM Types, Features, Functions
What is Coordinate Measuring Machine? CMM Types, Features, Functions
 

Glaucoma Screening Test by Segmentation of Optical Disc & Cup Using MATLAB

  • 1. Glaucoma Screening Test by Segmentation of Optical Disc & Cup Using MATLAB Showcased by: Hussain S
  • 2. AGENDA 1.What is Glaucoma & it’s screening test? 2.What is meant by Optical disc and Cup? 3.Why segmentation is necessary? 4.Architectural Design of System 5.Conclusion
  • 3. What is meant by Glaucoma? • Glaucoma is a general term used to describe a group of eye disorders that damage your optic nerve. • It’s the most common form of optic nerve damage leading to vision loss. • The name of this pressure is intraocular pressure (IOP), or eye pressure.
  • 5. What is meant by Optical Cup & Disc? • Optic cup is the bright central part of the optic disc and which is an essential parameter for detecting glaucoma. • Compared to the optic disc, the optic cup is smaller in size. • Glaucoma usually presents as optic disc cupping without pallor. • This can help differentiate glaucoma from other ophthalmic pathologies that can change the color of the optic nerve. • A normal optic disc has a pink-orange appearance with a pale center where the optic cup is.
  • 6. Glaucoma Screening Test • Glaucoma tests can determine whether the optic nerve is damaged, which may cause vision problems. • An ophthalmologist may recommend a combination of quick, painless procedures. • Tests include angle test, corneal thickness test, dilated eye exam, eye pressure check, optic nerve imaging and visual field testing. 6
  • 7. 7
  • 8. 8 Image Acquisition Image Preprocessing Optic Disc using disc Photography (DP) and Optical Coherence Tomography(OCT). K-means/Gabor Filter/ONH & RNHL Segmentation. Morphological Features: 1)Erode, 2)Dilate. Optic Cup Segmentation : Using Binarization. Cup-to-Disc ratio(CDR Calculation) Glaucoma Diagnosis. Architectural Design of System.
  • 9. Architectural Design of System: o Image Acquisition: It can be broadly defined as action of retrieving from source. o Image Preprocessing: It mainly focuses on noise remioval process .Such as image filteration, color contrast enhancement. o Optic Disc Segmentation: Using Disc Tomography (DT) and Optical Coherence Tomography(OCT) o K-means Clustering: It is unsupervised clustering algorithm input data points into multiple class, inherent distance. o Gabour Filter: Used to accurate the image boundary. o ONH and RNFL segmentation:Dividing and analyzing specific layers or regions of the optic nerve head (ONH) and retinal nerve fiber layer (RNFL). o Morphological Features: For description of shape of Object/ Regions. There are two operations performed, Erosion and Dilation. o Optic Cup Segmentation: Using Binarization. o Cup-to-Disc ratio(CDR Calculation): If CDR value grater than threshold, then it is glaucomatous, otherwise Healthy eye. o Glaucoma Diagnosis: Through Medical Image acquisition, we can detect the Glaucoma of the human eye. 9
  • 10. 10 Conclusion From Glaucoma,screening test of Optic Disc and Cup using Image processing technique (MATLAB) for diagnosis is done. Through Cup-to-disc calculation/ratio (CDR): Distance of optic cup is measured, from which types of glaucoma can be detected (as given in image) and accordingly further diagnosis is done.