SlideShare ist ein Scribd-Unternehmen logo
1 von 20
Ear Biometrics for Human Identification Based on Image Analysis Micha l  Chora s Image Processing Group Institute of Telecommunication ATR Bydgoszcz, Poland Presentation for ELCVIA Journal
  INTRODUCTION TO  HUMAN IDENTIFICATION ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
INTRODUCTION TO BIOMETRICS ,[object Object],[object Object],[object Object]
INTRODUCTION TO BIOMETRICS ,[object Object],[object Object],[object Object],[object Object],[object Object],BEHAVIOURAL ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],PHYSIOLOGICAL
GENERAL MOTIVATION FOR EAR BIOMETRICS ,[object Object],passive physiological biometrics FACE AND EAR BIOMETRICS MIGHT BE THE ANSWER
FACE BIOMETRICS – GENERAL OVERVIEW ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
EAR BIOMETRICS ,[object Object],[object Object],[object Object],[object Object],[object Object]
PASSIVE BIOMETRICS: EAR vs. FACE ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
SAMPLE EAR IMAGES FROM OUR DATABASE Ear s  differ „at a first glance”.  We lack in vocabulary - humans just don’t look at ears . „ easy ear images”
SAMPLE EAR IMAGES FROM OUR DATABASE Removing hair for access control is simple and takes just single seconds. „ difficult ear images”
EAR BIOMETRICS  – OBVIOUS APPROACH How to find specific points? The method based on geometrical distances.
IANNARELLI’S MANUAL MEASUREMENTS ,[object Object],[object Object],[object Object]
EAR BIOMETRICS – KNOWN METHODS ,[object Object],[object Object],[object Object],[object Object]
EAR BIOMETRICS – KNOWN METHODS  ,[object Object],[object Object],[object Object]
EAR BIOMETRICS – KNOWN METHODS  ,[object Object],[object Object]
EAR BIOMETRICS – KNOWN METHODS ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
EAR BIOMETRICS – OUR APPROACH ,[object Object],[object Object],[object Object],[object Object]
GEOMETRICAL FEATURE EXTRACTION ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
CONCLUSIONS & WORK-IN-PROGRESS ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
CONCLUSIONS & WORK-IN-PROGRESS ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

Biometrics iris recognition
Biometrics iris recognitionBiometrics iris recognition
Biometrics iris recognitionsunjaysahu
 
Portrait Parle via Bertillon System By G S Shaktawat
Portrait Parle via Bertillon System By G S ShaktawatPortrait Parle via Bertillon System By G S Shaktawat
Portrait Parle via Bertillon System By G S ShaktawatG.S Shaktawat
 
Fingerprint recognition
Fingerprint recognitionFingerprint recognition
Fingerprint recognitionvarsha mohite
 
Brain Fingerprinting PPT
Brain Fingerprinting PPTBrain Fingerprinting PPT
Brain Fingerprinting PPTVishnu Mysterio
 
Automated Fingerprint Identification System (AFIS)
Automated Fingerprint Identification System (AFIS)Automated Fingerprint Identification System (AFIS)
Automated Fingerprint Identification System (AFIS)Alok Yadav
 
Hand geometry recognition
Hand geometry recognitionHand geometry recognition
Hand geometry recognitionDheerendra k
 
Audio authentication techniques
Audio authentication techniquesAudio authentication techniques
Audio authentication techniquespriyanka pandey
 
Handwriting Recognition
Handwriting RecognitionHandwriting Recognition
Handwriting RecognitionBindu Karki
 
Somatometric experiments
Somatometric experimentsSomatometric experiments
Somatometric experimentsShashank Parmar
 
Fingerprint presentation
Fingerprint presentationFingerprint presentation
Fingerprint presentationrajarose89
 
Development of Latent Fingerprints
Development of Latent FingerprintsDevelopment of Latent Fingerprints
Development of Latent FingerprintsHamza Mohammad
 
Biometric Signature Recognization
 Biometric Signature Recognization Biometric Signature Recognization
Biometric Signature RecognizationFaimin Khan
 
Multi modal biometric system
Multi modal biometric systemMulti modal biometric system
Multi modal biometric systemAalaa Khattab
 
Brain fingerprinting
Brain fingerprintingBrain fingerprinting
Brain fingerprintingpgrr
 

Was ist angesagt? (20)

Biometrics iris recognition
Biometrics iris recognitionBiometrics iris recognition
Biometrics iris recognition
 
Portrait Parle via Bertillon System By G S Shaktawat
Portrait Parle via Bertillon System By G S ShaktawatPortrait Parle via Bertillon System By G S Shaktawat
Portrait Parle via Bertillon System By G S Shaktawat
 
Fingerprint recognition
Fingerprint recognitionFingerprint recognition
Fingerprint recognition
 
Brain Fingerprinting PPT
Brain Fingerprinting PPTBrain Fingerprinting PPT
Brain Fingerprinting PPT
 
Fingerprint recognition
Fingerprint recognitionFingerprint recognition
Fingerprint recognition
 
Automated Fingerprint Identification System (AFIS)
Automated Fingerprint Identification System (AFIS)Automated Fingerprint Identification System (AFIS)
Automated Fingerprint Identification System (AFIS)
 
Hand geometry recognition
Hand geometry recognitionHand geometry recognition
Hand geometry recognition
 
Audio authentication techniques
Audio authentication techniquesAudio authentication techniques
Audio authentication techniques
 
Handwriting Recognition
Handwriting RecognitionHandwriting Recognition
Handwriting Recognition
 
Biometrics
BiometricsBiometrics
Biometrics
 
Somatometric experiments
Somatometric experimentsSomatometric experiments
Somatometric experiments
 
Fingerprint presentation
Fingerprint presentationFingerprint presentation
Fingerprint presentation
 
Biometrics final ppt
Biometrics final pptBiometrics final ppt
Biometrics final ppt
 
Development of Latent Fingerprints
Development of Latent FingerprintsDevelopment of Latent Fingerprints
Development of Latent Fingerprints
 
Biometric Signature Recognization
 Biometric Signature Recognization Biometric Signature Recognization
Biometric Signature Recognization
 
Fingerprint
FingerprintFingerprint
Fingerprint
 
Multi modal biometric system
Multi modal biometric systemMulti modal biometric system
Multi modal biometric system
 
Biometrics
BiometricsBiometrics
Biometrics
 
POROSCOPY AND EDGEOSCOPY
POROSCOPY AND EDGEOSCOPYPOROSCOPY AND EDGEOSCOPY
POROSCOPY AND EDGEOSCOPY
 
Brain fingerprinting
Brain fingerprintingBrain fingerprinting
Brain fingerprinting
 

Andere mochten auch

Ear Biometrics shritosh kumar
Ear Biometrics shritosh kumarEar Biometrics shritosh kumar
Ear Biometrics shritosh kumarshritosh kumar
 
Face And Ear Composite Recognition Tool
Face And Ear Composite Recognition ToolFace And Ear Composite Recognition Tool
Face And Ear Composite Recognition ToolAbhineet Bhamra
 
Gait Recognition Using Infrared
Gait Recognition Using InfraredGait Recognition Using Infrared
Gait Recognition Using InfraredBirunthaG
 
Multimodal Biometric Systems
Multimodal Biometric SystemsMultimodal Biometric Systems
Multimodal Biometric SystemsPiyush Mittal
 
Face recognition ppt
Face recognition pptFace recognition ppt
Face recognition pptSantosh Kumar
 
Review of Detection & Recognition Techniques for 2D Ear Biometrics System
Review of Detection & Recognition Techniques for 2D Ear Biometrics SystemReview of Detection & Recognition Techniques for 2D Ear Biometrics System
Review of Detection & Recognition Techniques for 2D Ear Biometrics Systemshritosh kumar
 
Silent speech recognition
Silent speech recognitionSilent speech recognition
Silent speech recognitionJay Patel
 
Multispectral imaging in Forensics with VideometerLab 3
Multispectral imaging in Forensics with VideometerLab 3Multispectral imaging in Forensics with VideometerLab 3
Multispectral imaging in Forensics with VideometerLab 3Adrian Waltho
 
PatSeer Introduction
PatSeer IntroductionPatSeer Introduction
PatSeer IntroductionGridlogics
 
Biometric's final ppt
Biometric's final pptBiometric's final ppt
Biometric's final pptAnkita Vanage
 
Human Re-identification using Soft Biometrics in Video Surveillance
Human Re-identification using Soft Biometrics in Video SurveillanceHuman Re-identification using Soft Biometrics in Video Surveillance
Human Re-identification using Soft Biometrics in Video SurveillanceShengzhe Li
 
Deep neural networks
Deep neural networksDeep neural networks
Deep neural networksSi Haem
 

Andere mochten auch (20)

Ear Biometrics shritosh kumar
Ear Biometrics shritosh kumarEar Biometrics shritosh kumar
Ear Biometrics shritosh kumar
 
Biometrics system
Biometrics systemBiometrics system
Biometrics system
 
Face And Ear Composite Recognition Tool
Face And Ear Composite Recognition ToolFace And Ear Composite Recognition Tool
Face And Ear Composite Recognition Tool
 
Gait Recognition Using Infrared
Gait Recognition Using InfraredGait Recognition Using Infrared
Gait Recognition Using Infrared
 
Multimodal Biometric Systems
Multimodal Biometric SystemsMultimodal Biometric Systems
Multimodal Biometric Systems
 
Face recognition ppt
Face recognition pptFace recognition ppt
Face recognition ppt
 
Review of Detection & Recognition Techniques for 2D Ear Biometrics System
Review of Detection & Recognition Techniques for 2D Ear Biometrics SystemReview of Detection & Recognition Techniques for 2D Ear Biometrics System
Review of Detection & Recognition Techniques for 2D Ear Biometrics System
 
F04724954
F04724954F04724954
F04724954
 
Silent speech recognition
Silent speech recognitionSilent speech recognition
Silent speech recognition
 
Multispectral imaging in Forensics with VideometerLab 3
Multispectral imaging in Forensics with VideometerLab 3Multispectral imaging in Forensics with VideometerLab 3
Multispectral imaging in Forensics with VideometerLab 3
 
gait analysis
gait analysisgait analysis
gait analysis
 
Voice Recognition
Voice RecognitionVoice Recognition
Voice Recognition
 
Iris ppt
Iris pptIris ppt
Iris ppt
 
Biometrics
BiometricsBiometrics
Biometrics
 
Iris Recognition
Iris RecognitionIris Recognition
Iris Recognition
 
Bio-metrics Technology
Bio-metrics TechnologyBio-metrics Technology
Bio-metrics Technology
 
PatSeer Introduction
PatSeer IntroductionPatSeer Introduction
PatSeer Introduction
 
Biometric's final ppt
Biometric's final pptBiometric's final ppt
Biometric's final ppt
 
Human Re-identification using Soft Biometrics in Video Surveillance
Human Re-identification using Soft Biometrics in Video SurveillanceHuman Re-identification using Soft Biometrics in Video Surveillance
Human Re-identification using Soft Biometrics in Video Surveillance
 
Deep neural networks
Deep neural networksDeep neural networks
Deep neural networks
 

Ähnlich wie Ear Biometrics

A Survey on Human Ear Recognition
A Survey on Human Ear RecognitionA Survey on Human Ear Recognition
A Survey on Human Ear RecognitionIJERA Editor
 
Adopting level set theory based algorithms to segment human ear
Adopting level set theory based algorithms to segment human earAdopting level set theory based algorithms to segment human ear
Adopting level set theory based algorithms to segment human earIJCI JOURNAL
 
Vol 5 No 1 - September 2013
Vol 5 No 1 - September 2013Vol 5 No 1 - September 2013
Vol 5 No 1 - September 2013ijcsbi
 
Pattern recognition ear as a biometric
Pattern recognition ear as a biometricPattern recognition ear as a biometric
Pattern recognition ear as a biometricMazin Alwaaly
 
Feature Extraction Techniques for Ear Biometrics: A Survey
Feature Extraction Techniques for Ear Biometrics: A SurveyFeature Extraction Techniques for Ear Biometrics: A Survey
Feature Extraction Techniques for Ear Biometrics: A SurveyShashank Dhariwal
 
Biometric Ear Recognition System
Biometric Ear Recognition SystemBiometric Ear Recognition System
Biometric Ear Recognition SystemIRJET Journal
 
Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...
Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...
Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...shritosh kumar
 
Overview of Image Based Ear Biometric with Smartphone App
Overview of Image Based Ear Biometric with Smartphone AppOverview of Image Based Ear Biometric with Smartphone App
Overview of Image Based Ear Biometric with Smartphone AppIRJET Journal
 
To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...
To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...
To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...IOSR Journals
 
Biometics technology
Biometics technologyBiometics technology
Biometics technologyPraween Lakra
 
Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...
Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...
Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...IDES Editor
 
Using Biometrics to address Voter Authentication
Using Biometrics to address Voter AuthenticationUsing Biometrics to address Voter Authentication
Using Biometrics to address Voter Authentication'Femi Akin-Laguda
 
EarAuthCam: Personal Identification and Authentication Method Using Ear Image...
EarAuthCam: Personal Identification and Authentication Method Using Ear Image...EarAuthCam: Personal Identification and Authentication Method Using Ear Image...
EarAuthCam: Personal Identification and Authentication Method Using Ear Image...sugiuralab
 
Biomedical Images.ppt
Biomedical Images.pptBiomedical Images.ppt
Biomedical Images.pptbreenaawan
 

Ähnlich wie Ear Biometrics (20)

A Survey on Human Ear Recognition
A Survey on Human Ear RecognitionA Survey on Human Ear Recognition
A Survey on Human Ear Recognition
 
Adopting level set theory based algorithms to segment human ear
Adopting level set theory based algorithms to segment human earAdopting level set theory based algorithms to segment human ear
Adopting level set theory based algorithms to segment human ear
 
Vol 5 No 1 - September 2013
Vol 5 No 1 - September 2013Vol 5 No 1 - September 2013
Vol 5 No 1 - September 2013
 
Pattern recognition ear as a biometric
Pattern recognition ear as a biometricPattern recognition ear as a biometric
Pattern recognition ear as a biometric
 
Feature Extraction Techniques for Ear Biometrics: A Survey
Feature Extraction Techniques for Ear Biometrics: A SurveyFeature Extraction Techniques for Ear Biometrics: A Survey
Feature Extraction Techniques for Ear Biometrics: A Survey
 
Biometric Ear Recognition System
Biometric Ear Recognition SystemBiometric Ear Recognition System
Biometric Ear Recognition System
 
Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...
Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...
Performance of Gabor Mean Feature Extraction Techniques for Ear Biometrics Re...
 
Overview of Image Based Ear Biometric with Smartphone App
Overview of Image Based Ear Biometric with Smartphone AppOverview of Image Based Ear Biometric with Smartphone App
Overview of Image Based Ear Biometric with Smartphone App
 
Independent Research
Independent ResearchIndependent Research
Independent Research
 
To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...
To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...
To Improve the Recognition Rate with High Security with Ear/Iris Biometric Re...
 
Ijetcas14 598
Ijetcas14 598Ijetcas14 598
Ijetcas14 598
 
Biometrics
BiometricsBiometrics
Biometrics
 
SEMINAR.pptx
SEMINAR.pptxSEMINAR.pptx
SEMINAR.pptx
 
Biometric Technology
Biometric TechnologyBiometric Technology
Biometric Technology
 
Biometics technology
Biometics technologyBiometics technology
Biometics technology
 
Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...
Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...
Shift Invariant Ear Feature Extraction using Dual Tree Complex Wavelet Transf...
 
Using Biometrics to address Voter Authentication
Using Biometrics to address Voter AuthenticationUsing Biometrics to address Voter Authentication
Using Biometrics to address Voter Authentication
 
EarAuthCam: Personal Identification and Authentication Method Using Ear Image...
EarAuthCam: Personal Identification and Authentication Method Using Ear Image...EarAuthCam: Personal Identification and Authentication Method Using Ear Image...
EarAuthCam: Personal Identification and Authentication Method Using Ear Image...
 
Bio shiv
Bio shivBio shiv
Bio shiv
 
Biomedical Images.ppt
Biomedical Images.pptBiomedical Images.ppt
Biomedical Images.ppt
 

Kürzlich hochgeladen

Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 

Kürzlich hochgeladen (20)

Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 

Ear Biometrics

  • 1. Ear Biometrics for Human Identification Based on Image Analysis Micha l Chora s Image Processing Group Institute of Telecommunication ATR Bydgoszcz, Poland Presentation for ELCVIA Journal
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9. SAMPLE EAR IMAGES FROM OUR DATABASE Ear s differ „at a first glance”. We lack in vocabulary - humans just don’t look at ears . „ easy ear images”
  • 10. SAMPLE EAR IMAGES FROM OUR DATABASE Removing hair for access control is simple and takes just single seconds. „ difficult ear images”
  • 11. EAR BIOMETRICS – OBVIOUS APPROACH How to find specific points? The method based on geometrical distances.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.