SlideShare a Scribd company logo
1 of 14
Face detection Tuck N.
IDEF0 decomposition
Face detection’s approaches Contour images analysis Intensity and colors analisys Adaptive classifier
Contour images analysis
Face detection’s approaches
Face detection’s approaches Skin color’s cluster
Adaptive classifier
Adaptive classifier
AdaBoost AdaBoost is an algorithm for constructing a “strong” classifier as linear combination f(x) =αtht(x) of “simple” “weak” classifiers ht(x) : X -> {−1,+1}.
Rapid Object Detection using a Boosted Cascade of Simple Features Integral Images
Algorithm workflow
Classifier’s algorithm workflow
OWL model We can use OWL model to store some data, used in our application. For example, I’ve stored maximum and minimum area of faces, that should be detected. According to w3c standarts: <owl:Restriction>   <owl:onPropertyrdf:resource="#minWidth" />   <owl:minCardinalityrdf:datatype="&xsd;nonNegativeInteger">20</owl:minCardinality> </owl:Restriction> <owl:Restriction>   <owl:onPropertyrdf:resource="#maxWidth" />   <owl:maxCardinalityrdf:datatype="&xsd;nonNegativeInteger">300</owl:maxCardinality> </owl:Restriction>
OWL and C# interaction We can use standartXmlDocumentReader to parse OWL model. Also we can use LINQ to parse this model.

More Related Content

Similar to Face detection

Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...
Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...
Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...Yao Yao
 
Using HOG Descriptors on Superpixels for Human Detection of UAV Imagery
Using HOG Descriptors on Superpixels for Human Detection of UAV ImageryUsing HOG Descriptors on Superpixels for Human Detection of UAV Imagery
Using HOG Descriptors on Superpixels for Human Detection of UAV ImageryWai Nwe Tun
 
Feature Engineering
Feature EngineeringFeature Engineering
Feature EngineeringSri Ambati
 
Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...
Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...
Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...Provectus
 
PYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUES
PYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUESPYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUES
PYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUESvanithasivdc
 
Training Large-scale Ad Ranking Models in Spark
Training Large-scale Ad Ranking Models in SparkTraining Large-scale Ad Ranking Models in Spark
Training Large-scale Ad Ranking Models in SparkPatrick Pletscher
 
Automate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scala
Automate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scalaAutomate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scala
Automate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scalaChetan Khatri
 
Color Based Object Tracking with OpenCV A Survey
Color Based Object Tracking with OpenCV A SurveyColor Based Object Tracking with OpenCV A Survey
Color Based Object Tracking with OpenCV A SurveyYogeshIJTSRD
 
Machine learning group - Practical examples
Machine learning group - Practical examplesMachine learning group - Practical examples
Machine learning group - Practical examplesBeatrice van Eden
 
Vision based system for monitoring the loss of attention in automotive driver
Vision based system for monitoring the loss of attention in automotive driverVision based system for monitoring the loss of attention in automotive driver
Vision based system for monitoring the loss of attention in automotive driverVinay Diddi
 
机器学习Adaboost
机器学习Adaboost机器学习Adaboost
机器学习AdaboostShocky1
 
Building an ML Platform with Ray and MLflow
Building an ML Platform with Ray and MLflowBuilding an ML Platform with Ray and MLflow
Building an ML Platform with Ray and MLflowDatabricks
 
Real-time Face Recognition & Detection Systems 1
Real-time Face Recognition & Detection Systems 1Real-time Face Recognition & Detection Systems 1
Real-time Face Recognition & Detection Systems 1Suvadip Shome
 
Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...
Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...
Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...Databricks
 
maXbox starter75 object detection
maXbox starter75 object detectionmaXbox starter75 object detection
maXbox starter75 object detectionMax Kleiner
 
Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...Simplilearn
 
Crowbar impl draft
Crowbar impl draftCrowbar impl draft
Crowbar impl draftnddrylliog
 
Plone For Developers - World Plone Day, 2009
Plone For Developers - World Plone Day, 2009Plone For Developers - World Plone Day, 2009
Plone For Developers - World Plone Day, 2009Core Software Group
 
Overview of Apache SystemML by Berthold Reinwald and Nakul Jindal
Overview of Apache SystemML by Berthold Reinwald and Nakul JindalOverview of Apache SystemML by Berthold Reinwald and Nakul Jindal
Overview of Apache SystemML by Berthold Reinwald and Nakul JindalArvind Surve
 

Similar to Face detection (20)

Computer Vision Introduction
Computer Vision IntroductionComputer Vision Introduction
Computer Vision Introduction
 
Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...
Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...
Mini-lab 1: Stochastic Gradient Descent classifier, Optimizing Logistic Regre...
 
Using HOG Descriptors on Superpixels for Human Detection of UAV Imagery
Using HOG Descriptors on Superpixels for Human Detection of UAV ImageryUsing HOG Descriptors on Superpixels for Human Detection of UAV Imagery
Using HOG Descriptors on Superpixels for Human Detection of UAV Imagery
 
Feature Engineering
Feature EngineeringFeature Engineering
Feature Engineering
 
Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...
Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...
Data Summer Conf 2018, “How we build Computer vision as a service (ENG)” — Ro...
 
PYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUES
PYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUESPYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUES
PYTHON ALGORITHMS, DATA STRUCTURE, SORTING TECHNIQUES
 
Training Large-scale Ad Ranking Models in Spark
Training Large-scale Ad Ranking Models in SparkTraining Large-scale Ad Ranking Models in Spark
Training Large-scale Ad Ranking Models in Spark
 
Automate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scala
Automate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scalaAutomate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scala
Automate ml workflow_transmogrif_ai-_chetan_khatri_berlin-scala
 
Color Based Object Tracking with OpenCV A Survey
Color Based Object Tracking with OpenCV A SurveyColor Based Object Tracking with OpenCV A Survey
Color Based Object Tracking with OpenCV A Survey
 
Machine learning group - Practical examples
Machine learning group - Practical examplesMachine learning group - Practical examples
Machine learning group - Practical examples
 
Vision based system for monitoring the loss of attention in automotive driver
Vision based system for monitoring the loss of attention in automotive driverVision based system for monitoring the loss of attention in automotive driver
Vision based system for monitoring the loss of attention in automotive driver
 
机器学习Adaboost
机器学习Adaboost机器学习Adaboost
机器学习Adaboost
 
Building an ML Platform with Ray and MLflow
Building an ML Platform with Ray and MLflowBuilding an ML Platform with Ray and MLflow
Building an ML Platform with Ray and MLflow
 
Real-time Face Recognition & Detection Systems 1
Real-time Face Recognition & Detection Systems 1Real-time Face Recognition & Detection Systems 1
Real-time Face Recognition & Detection Systems 1
 
Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...
Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...
Building Deep Reinforcement Learning Applications on Apache Spark with Analyt...
 
maXbox starter75 object detection
maXbox starter75 object detectionmaXbox starter75 object detection
maXbox starter75 object detection
 
Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners ...
 
Crowbar impl draft
Crowbar impl draftCrowbar impl draft
Crowbar impl draft
 
Plone For Developers - World Plone Day, 2009
Plone For Developers - World Plone Day, 2009Plone For Developers - World Plone Day, 2009
Plone For Developers - World Plone Day, 2009
 
Overview of Apache SystemML by Berthold Reinwald and Nakul Jindal
Overview of Apache SystemML by Berthold Reinwald and Nakul JindalOverview of Apache SystemML by Berthold Reinwald and Nakul Jindal
Overview of Apache SystemML by Berthold Reinwald and Nakul Jindal
 

Recently uploaded

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024The Digital Insurer
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWERMadyBayot
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfOverkill Security
 

Recently uploaded (20)

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdf
 

Face detection