SlideShare a Scribd company logo
1 of 14
Sardar Alam 
Hassan khan 
Supervisor Dr. Usama Ijaz Bajwa
INTRODUCTION 
The skin covers the whole body. An 
important function of the skin is to protect 
the body from infection. We need automated 
computer application for skin disease 
classification to be installed at the medical 
facilities like rural health clinics for remote 
areas where skin specialists are unavailable.
SCOPE 
Our propose project will work in the 
following way: 
•Acquire Image. 
•Classify disease. 
•Upload Classified Image to Web App for further 
opinion. 
•Registered Skin Specialist in Web App who can entertain 
such requests.
The Application will be able to classify the 
following diseases: 
•Acne Vulgaris 
•Scabies 
•Psoriasis 
•Eczma 
•Tinea Corprosis 
•Vitaligo 
SCOPE
FUNCTIONAL REQUIREMENTS 
• Image Acquisition. 
• Preprocessing steps: 
• Color gradient generator on an image. 
• Thresholding and Clustering on image. 
• Cropping and isolating region of interest (ROI). 
• Visual Feature Extraction 
• System Training for skin disease classification 
• Separate access of application for Admin, Medical Person 
and Skin Specialist 
• Interface for Medical person 
• Interface for Skin specialist 
• Diagnosis of skin disease 
• Data retrieval and Data manipulation
NON-FUNCTIONAL 
REQUIREMENTS 
•Software Quality Attributes 
•Safety and Security Requirements 
•Accuracy
APPROACHES 
•Skin Disease Classification(Structured) 
•Further Opinion (OO)
FLOW CHART 
Shivering
PREPROCESSING , ISOLATED ROI
FEATURE EXTRACTION
TESTING AND TRAINING 
•Total Data : 664 
•Classification : ANN 
•Training : 70% 
•Testing : 15% 
•Validation : 15%
Thanks

More Related Content

What's hot

ANATOMY OF THE SKIN
ANATOMY OF THE SKINANATOMY OF THE SKIN
ANATOMY OF THE SKINPari Pratik
 
Diagnosis of skin disease
Diagnosis of skin diseaseDiagnosis of skin disease
Diagnosis of skin diseaseDr Subodh Shah
 
ANATOMY AND PHYSIOLOGY OF SKIN
ANATOMY AND PHYSIOLOGY OF SKINANATOMY AND PHYSIOLOGY OF SKIN
ANATOMY AND PHYSIOLOGY OF SKINAlmasMajeeth
 
Biology of keratinocytes
Biology of keratinocytesBiology of keratinocytes
Biology of keratinocytesHima Farag
 
Fractional radiofrequency microneedling in esthetic medicine
Fractional radiofrequency microneedling in esthetic medicineFractional radiofrequency microneedling in esthetic medicine
Fractional radiofrequency microneedling in esthetic medicinepeternugraha
 
Part 2 skin disorders lecture-pictures(kirin)
Part 2 skin disorders lecture-pictures(kirin)Part 2 skin disorders lecture-pictures(kirin)
Part 2 skin disorders lecture-pictures(kirin)aiannanggansalim
 
Morphology of skin lesions
Morphology of skin lesionsMorphology of skin lesions
Morphology of skin lesionsHasanin Zafar
 
Skin Keratinization & Its Disorders
Skin Keratinization & Its DisordersSkin Keratinization & Its Disorders
Skin Keratinization & Its DisordersJerriton Brewin
 
Acne Vulgaris
Acne VulgarisAcne Vulgaris
Acne Vulgarisyuyuricci
 
Chronic actinic dermatitis
Chronic actinic dermatitisChronic actinic dermatitis
Chronic actinic dermatitisChandan N
 
Fractional co2 laser
Fractional co2 laser Fractional co2 laser
Fractional co2 laser Mindy Ma
 
Bedside investigations in dermatology
Bedside investigations in dermatologyBedside investigations in dermatology
Bedside investigations in dermatologySinni Jain
 
Anatomy & physiology of sweat glands, sebaceous
Anatomy & physiology of sweat glands, sebaceousAnatomy & physiology of sweat glands, sebaceous
Anatomy & physiology of sweat glands, sebaceousAhmed Amer
 
Seminar principles of topical therapy
Seminar principles of topical therapySeminar principles of topical therapy
Seminar principles of topical therapyDr Daulatram Dhaked
 

What's hot (20)

ANATOMY OF THE SKIN
ANATOMY OF THE SKINANATOMY OF THE SKIN
ANATOMY OF THE SKIN
 
Diagnosis of skin disease
Diagnosis of skin diseaseDiagnosis of skin disease
Diagnosis of skin disease
 
Common skin diseases
Common skin diseasesCommon skin diseases
Common skin diseases
 
Lasers in dermatology
Lasers in dermatologyLasers in dermatology
Lasers in dermatology
 
ANATOMY AND PHYSIOLOGY OF SKIN
ANATOMY AND PHYSIOLOGY OF SKINANATOMY AND PHYSIOLOGY OF SKIN
ANATOMY AND PHYSIOLOGY OF SKIN
 
Biology of keratinocytes
Biology of keratinocytesBiology of keratinocytes
Biology of keratinocytes
 
Platelet-Rich Plasma in the Treatment of Alopecia Areata
Platelet-Rich Plasma in the Treatment of Alopecia AreataPlatelet-Rich Plasma in the Treatment of Alopecia Areata
Platelet-Rich Plasma in the Treatment of Alopecia Areata
 
Immunologically mediated skin diseases
Immunologically mediated skin diseasesImmunologically mediated skin diseases
Immunologically mediated skin diseases
 
Skin disorders
Skin disordersSkin disorders
Skin disorders
 
Fractional radiofrequency microneedling in esthetic medicine
Fractional radiofrequency microneedling in esthetic medicineFractional radiofrequency microneedling in esthetic medicine
Fractional radiofrequency microneedling in esthetic medicine
 
Part 2 skin disorders lecture-pictures(kirin)
Part 2 skin disorders lecture-pictures(kirin)Part 2 skin disorders lecture-pictures(kirin)
Part 2 skin disorders lecture-pictures(kirin)
 
Morphology of skin lesions
Morphology of skin lesionsMorphology of skin lesions
Morphology of skin lesions
 
Skin Keratinization & Its Disorders
Skin Keratinization & Its DisordersSkin Keratinization & Its Disorders
Skin Keratinization & Its Disorders
 
Acne Vulgaris
Acne VulgarisAcne Vulgaris
Acne Vulgaris
 
Chronic actinic dermatitis
Chronic actinic dermatitisChronic actinic dermatitis
Chronic actinic dermatitis
 
Fractional co2 laser
Fractional co2 laser Fractional co2 laser
Fractional co2 laser
 
Bedside investigations in dermatology
Bedside investigations in dermatologyBedside investigations in dermatology
Bedside investigations in dermatology
 
Anatomy & physiology of sweat glands, sebaceous
Anatomy & physiology of sweat glands, sebaceousAnatomy & physiology of sweat glands, sebaceous
Anatomy & physiology of sweat glands, sebaceous
 
Psoriasis
PsoriasisPsoriasis
Psoriasis
 
Seminar principles of topical therapy
Seminar principles of topical therapySeminar principles of topical therapy
Seminar principles of topical therapy
 

Viewers also liked

Common skin diseases
Common skin diseasesCommon skin diseases
Common skin diseasesDjagna
 
18Occupational Skin diseases and management, Dr. Dincy peter
18Occupational Skin diseases and management, Dr. Dincy peter18Occupational Skin diseases and management, Dr. Dincy peter
18Occupational Skin diseases and management, Dr. Dincy peterohscmcvellore
 
Orientation To Pharmacology
Orientation To PharmacologyOrientation To Pharmacology
Orientation To PharmacologyTpetrici
 
Learning notes of r for python programmer (Temp1)
Learning notes of r for python programmer (Temp1)Learning notes of r for python programmer (Temp1)
Learning notes of r for python programmer (Temp1)Chia-Chi Chang
 
Java OOP Programming language (Part 1) - Introduction to Java
Java OOP Programming language (Part 1) - Introduction to JavaJava OOP Programming language (Part 1) - Introduction to Java
Java OOP Programming language (Part 1) - Introduction to JavaOUM SAOKOSAL
 
Meetup Python Nantes - les tests en python
Meetup Python Nantes - les tests en pythonMeetup Python Nantes - les tests en python
Meetup Python Nantes - les tests en pythonArthur Lutz
 
Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...
Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...
Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...Matt Harrison
 
Operator Overloading
Operator Overloading  Operator Overloading
Operator Overloading Sardar Alam
 
PyCon 2013 : Scripting to PyPi to GitHub and More
PyCon 2013 : Scripting to PyPi to GitHub and MorePyCon 2013 : Scripting to PyPi to GitHub and More
PyCon 2013 : Scripting to PyPi to GitHub and MoreMatt Harrison
 
Installing Python on Mac
Installing Python on MacInstalling Python on Mac
Installing Python on MacWei-Wen Hsu
 
Lesson1 python an introduction
Lesson1 python an introductionLesson1 python an introduction
Lesson1 python an introductionArulalan T
 
Introduction to python
Introduction to pythonIntroduction to python
Introduction to pythonYi-Fan Chu
 

Viewers also liked (20)

Common skin diseases
Common skin diseasesCommon skin diseases
Common skin diseases
 
Management of skin disease
Management of skin diseaseManagement of skin disease
Management of skin disease
 
English rule 2
English rule 2English rule 2
English rule 2
 
Chapter.21
Chapter.21Chapter.21
Chapter.21
 
Skin disesae
Skin  disesaeSkin  disesae
Skin disesae
 
18Occupational Skin diseases and management, Dr. Dincy peter
18Occupational Skin diseases and management, Dr. Dincy peter18Occupational Skin diseases and management, Dr. Dincy peter
18Occupational Skin diseases and management, Dr. Dincy peter
 
Orientation To Pharmacology
Orientation To PharmacologyOrientation To Pharmacology
Orientation To Pharmacology
 
Learning notes of r for python programmer (Temp1)
Learning notes of r for python programmer (Temp1)Learning notes of r for python programmer (Temp1)
Learning notes of r for python programmer (Temp1)
 
Java OOP Programming language (Part 1) - Introduction to Java
Java OOP Programming language (Part 1) - Introduction to JavaJava OOP Programming language (Part 1) - Introduction to Java
Java OOP Programming language (Part 1) - Introduction to Java
 
Python - Lecture 1
Python - Lecture 1Python - Lecture 1
Python - Lecture 1
 
Meetup Python Nantes - les tests en python
Meetup Python Nantes - les tests en pythonMeetup Python Nantes - les tests en python
Meetup Python Nantes - les tests en python
 
Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...
Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...
Analysis of Fatal Utah Avalanches with Python. From Scraping, Analysis, to In...
 
Introduction to Advanced Javascript
Introduction to Advanced JavascriptIntroduction to Advanced Javascript
Introduction to Advanced Javascript
 
Operator Overloading
Operator Overloading  Operator Overloading
Operator Overloading
 
PyCon 2013 : Scripting to PyPi to GitHub and More
PyCon 2013 : Scripting to PyPi to GitHub and MorePyCon 2013 : Scripting to PyPi to GitHub and More
PyCon 2013 : Scripting to PyPi to GitHub and More
 
Python for All
Python for All Python for All
Python for All
 
Installing Python on Mac
Installing Python on MacInstalling Python on Mac
Installing Python on Mac
 
Lesson1 python an introduction
Lesson1 python an introductionLesson1 python an introduction
Lesson1 python an introduction
 
Introduction to python
Introduction to pythonIntroduction to python
Introduction to python
 
Python master class part 1
Python master class part 1Python master class part 1
Python master class part 1
 

Similar to skin disease classification

Face Chk - Face Recognition
Face Chk - Face RecognitionFace Chk - Face Recognition
Face Chk - Face RecognitionPrime Infoserv
 
Facial recognition
Facial recognitionFacial recognition
Facial recognitionSonam1891
 
Face recognition
Face recognitionFace recognition
Face recognitionNaman Ahuja
 
Movie on face recognition in e attendace
Movie on face recognition in e attendaceMovie on face recognition in e attendace
Movie on face recognition in e attendacesbk50000
 
Facial Recognition: The Science, The Technology, and Market Applications
Facial Recognition: The Science, The Technology, and Market ApplicationsFacial Recognition: The Science, The Technology, and Market Applications
Facial Recognition: The Science, The Technology, and Market ApplicationsInvestorideas.com
 
FACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGYFACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGYJASHU JASWANTH
 
Using Artificial Intelligence For Cytology Screening
Using Artificial Intelligence For Cytology Screening Using Artificial Intelligence For Cytology Screening
Using Artificial Intelligence For Cytology Screening Vitali Khvatkov
 
Face Recognition Technology by Rohit
Face Recognition Technology by RohitFace Recognition Technology by Rohit
Face Recognition Technology by RohitRohit Shrivastava
 
Face recognition Technology By Rohit
Face recognition Technology By RohitFace recognition Technology By Rohit
Face recognition Technology By RohitRohit Shrivastava
 
20 reasons for FotoFinder
20 reasons for FotoFinder20 reasons for FotoFinder
20 reasons for FotoFinderSchuco
 
Foreigners Authentication Based on Multi-Biometric System for Iraq
Foreigners Authentication Based on  Multi-Biometric System for IraqForeigners Authentication Based on  Multi-Biometric System for Iraq
Foreigners Authentication Based on Multi-Biometric System for IraqA. Shamel
 
ppt minor project.pptx
ppt minor project.pptxppt minor project.pptx
ppt minor project.pptxDakshthakur9
 
Markus Paasovaara: Face recognition
Markus Paasovaara: Face recognitionMarkus Paasovaara: Face recognition
Markus Paasovaara: Face recognitionFuturice
 
Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Herman Kurnadi
 
Face recognition and math
Face recognition and mathFace recognition and math
Face recognition and mathKejti Cela
 

Similar to skin disease classification (20)

Face recognition
Face recognitionFace recognition
Face recognition
 
Expert system.pptx
Expert system.pptxExpert system.pptx
Expert system.pptx
 
Face Chk - Face Recognition
Face Chk - Face RecognitionFace Chk - Face Recognition
Face Chk - Face Recognition
 
Facial recognition
Facial recognitionFacial recognition
Facial recognition
 
Face recognition
Face recognitionFace recognition
Face recognition
 
Movie on face recognition in e attendace
Movie on face recognition in e attendaceMovie on face recognition in e attendace
Movie on face recognition in e attendace
 
Facial Recognition: The Science, The Technology, and Market Applications
Facial Recognition: The Science, The Technology, and Market ApplicationsFacial Recognition: The Science, The Technology, and Market Applications
Facial Recognition: The Science, The Technology, and Market Applications
 
FACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGYFACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGY
 
Using Artificial Intelligence For Cytology Screening
Using Artificial Intelligence For Cytology Screening Using Artificial Intelligence For Cytology Screening
Using Artificial Intelligence For Cytology Screening
 
Face Recognition Technology by Rohit
Face Recognition Technology by RohitFace Recognition Technology by Rohit
Face Recognition Technology by Rohit
 
Face recognition Technology By Rohit
Face recognition Technology By RohitFace recognition Technology By Rohit
Face recognition Technology By Rohit
 
E-Medicine Apps
E-Medicine AppsE-Medicine Apps
E-Medicine Apps
 
20 reasons for FotoFinder
20 reasons for FotoFinder20 reasons for FotoFinder
20 reasons for FotoFinder
 
Foreigners Authentication Based on Multi-Biometric System for Iraq
Foreigners Authentication Based on  Multi-Biometric System for IraqForeigners Authentication Based on  Multi-Biometric System for Iraq
Foreigners Authentication Based on Multi-Biometric System for Iraq
 
ACET.pptx
ACET.pptxACET.pptx
ACET.pptx
 
ppt minor project.pptx
ppt minor project.pptxppt minor project.pptx
ppt minor project.pptx
 
Facial_recognition_systtem.pptx
Facial_recognition_systtem.pptxFacial_recognition_systtem.pptx
Facial_recognition_systtem.pptx
 
Markus Paasovaara: Face recognition
Markus Paasovaara: Face recognitionMarkus Paasovaara: Face recognition
Markus Paasovaara: Face recognition
 
Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)
 
Face recognition and math
Face recognition and mathFace recognition and math
Face recognition and math
 

More from Sardar Alam

Undoing of mental illness -- seek help
Undoing of mental illness -- seek helpUndoing of mental illness -- seek help
Undoing of mental illness -- seek helpSardar Alam
 
introduction to python
introduction to pythonintroduction to python
introduction to pythonSardar Alam
 
filters for noise in image processing
filters for noise in image processingfilters for noise in image processing
filters for noise in image processingSardar Alam
 
Introduction to machine learningunsupervised learning
Introduction to machine learningunsupervised learningIntroduction to machine learningunsupervised learning
Introduction to machine learningunsupervised learningSardar Alam
 
Opengl texturing
Opengl texturingOpengl texturing
Opengl texturingSardar Alam
 
Mathematics fundamentals
Mathematics fundamentalsMathematics fundamentals
Mathematics fundamentalsSardar Alam
 
3 d graphics with opengl part 2
3 d graphics with opengl  part 23 d graphics with opengl  part 2
3 d graphics with opengl part 2Sardar Alam
 
3 d graphics with opengl part 1
3 d graphics with opengl part 13 d graphics with opengl part 1
3 d graphics with opengl part 1Sardar Alam
 
3 d graphics basics
3 d graphics basics3 d graphics basics
3 d graphics basicsSardar Alam
 
2 d transformations
2 d transformations2 d transformations
2 d transformationsSardar Alam
 
Arrays string handling java packages
Arrays string handling java packagesArrays string handling java packages
Arrays string handling java packagesSardar Alam
 

More from Sardar Alam (16)

Undoing of mental illness -- seek help
Undoing of mental illness -- seek helpUndoing of mental illness -- seek help
Undoing of mental illness -- seek help
 
introduction to python
introduction to pythonintroduction to python
introduction to python
 
filters for noise in image processing
filters for noise in image processingfilters for noise in image processing
filters for noise in image processing
 
Noise Models
Noise ModelsNoise Models
Noise Models
 
Noise Models
Noise ModelsNoise Models
Noise Models
 
Introduction to machine learningunsupervised learning
Introduction to machine learningunsupervised learningIntroduction to machine learningunsupervised learning
Introduction to machine learningunsupervised learning
 
Opengl texturing
Opengl texturingOpengl texturing
Opengl texturing
 
Mathematics fundamentals
Mathematics fundamentalsMathematics fundamentals
Mathematics fundamentals
 
3 d graphics with opengl part 2
3 d graphics with opengl  part 23 d graphics with opengl  part 2
3 d graphics with opengl part 2
 
3 d graphics with opengl part 1
3 d graphics with opengl part 13 d graphics with opengl part 1
3 d graphics with opengl part 1
 
3 d graphics basics
3 d graphics basics3 d graphics basics
3 d graphics basics
 
2 d transformations
2 d transformations2 d transformations
2 d transformations
 
Gui
GuiGui
Gui
 
Inheritance
InheritanceInheritance
Inheritance
 
Arrays string handling java packages
Arrays string handling java packagesArrays string handling java packages
Arrays string handling java packages
 
Java basics
Java basicsJava basics
Java basics
 

Recently uploaded

CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️anilsa9823
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxbodapatigopi8531
 
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...MyIntelliSource, Inc.
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...Health
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsArshad QA
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsJhone kinadey
 
How To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected WorkerHow To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected WorkerThousandEyes
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...OnePlan Solutions
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxComplianceQuest1
 
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsUnveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsAlberto González Trastoy
 
Unlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language ModelsUnlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language Modelsaagamshah0812
 
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female serviceCALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female serviceanilsa9823
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️Delhi Call girls
 
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Steffen Staab
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...kellynguyen01
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfkalichargn70th171
 
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comHR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comFatema Valibhai
 

Recently uploaded (20)

CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
 
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview Questions
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial Goals
 
How To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected WorkerHow To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected Worker
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docx
 
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsUnveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
 
Unlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language ModelsUnlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language Models
 
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female serviceCALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
 
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
 
Microsoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdfMicrosoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdf
 
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS LiveVip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
 
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comHR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.com
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 

skin disease classification

  • 1. Sardar Alam Hassan khan Supervisor Dr. Usama Ijaz Bajwa
  • 2. INTRODUCTION The skin covers the whole body. An important function of the skin is to protect the body from infection. We need automated computer application for skin disease classification to be installed at the medical facilities like rural health clinics for remote areas where skin specialists are unavailable.
  • 3. SCOPE Our propose project will work in the following way: •Acquire Image. •Classify disease. •Upload Classified Image to Web App for further opinion. •Registered Skin Specialist in Web App who can entertain such requests.
  • 4. The Application will be able to classify the following diseases: •Acne Vulgaris •Scabies •Psoriasis •Eczma •Tinea Corprosis •Vitaligo SCOPE
  • 5. FUNCTIONAL REQUIREMENTS • Image Acquisition. • Preprocessing steps: • Color gradient generator on an image. • Thresholding and Clustering on image. • Cropping and isolating region of interest (ROI). • Visual Feature Extraction • System Training for skin disease classification • Separate access of application for Admin, Medical Person and Skin Specialist • Interface for Medical person • Interface for Skin specialist • Diagnosis of skin disease • Data retrieval and Data manipulation
  • 6. NON-FUNCTIONAL REQUIREMENTS •Software Quality Attributes •Safety and Security Requirements •Accuracy
  • 7. APPROACHES •Skin Disease Classification(Structured) •Further Opinion (OO)
  • 11. TESTING AND TRAINING •Total Data : 664 •Classification : ANN •Training : 70% •Testing : 15% •Validation : 15%
  • 12.
  • 13.