Course curriculum

  • 1

    Chapter 1: Introduction to Biometrics

    • Intro - Introduction to Biometrics

    • In This Section

    • Traditional approaches to identification

    • Token vs. Knowledge based

    • The Need for Reliable Identification

    • What is Biometrics?

    • Definition

    • Behavioral & Physiological

    • History of Biometrics

    • Babylon & China

    • India

    • Bertillonage

    • The Rise of Digital Biometrics

    • 21st century

    • Today

    • Comparison of Traits

    • Comparison 1

    • Comparison 2

    • Benefits and Challenges of Biometrics

    • Benefits of Biometrics

    • Challenges of Biometrics

    • Best Practices for Biometric Deployments

    • Real-World Applications of Biometrics

    • Real-World Applications of Biometrics 2

    • Ethical & Privacy Considerations

    • Biometric Data Is Sensitive

    • Legal Framework & Best Practices

    • Emerging Biometric Modalities

    • Other modalities not commonly used

    • Contactless Biometrics

    • Quiz - Introduction to Biometrics

    • Summary - Introduction to Biometrics
  • 2

    Chapter 2: Biometric Terminology

    • Intro - Biometrics Terminology

    • In This Section

    • Basic Terms

    • Fingerprints

    • Fingerprints 2

    • Fingerprint types

    • Fingerprint Rolled - Plain

    • Fingerprint Synthetic - Contactless

    • Fingerprint Contactless Comparison

    • Fingerprint Slap -Latent

    • Palm

    • Palm Print Parts

    • Face Landmarks

    • Face ICAO

    • Face Image Types

    • Face Requirements

    • Iris

    • DNA

    • Liveness Detection

    • Capture & Sample

    • Extraction & Template

    • Applicant

    • Probe & Reference

    • Quiz - Basic Terms

    • Summary - Basic terms

    • Basic Operations Terminology

    • Enrollment

    • Comparison

    • Understanding The Comparison Score

    • Score Versus Similarity

    • Multiple scales

    • Multiple scales side by side

    • Score As Similarity Color Codes

    • Comparison: How similar they are?

    • Comparison: Multiple Modalities

    • Verification: Are You Who You Say You Are?

    • Verification Process

    • Identification: Who Is This Person?

    • Identification Process

    • Positive vs Negative Identification

    • Claimed vs Unclaimed Identity

    • What Is a Threshold?

    • Quiz - Basic Operations

    • Summary - Basic Operations
  • 3

    Chapter 3: Challenges in Biometrics

    • Intro - Challenges in Biometrics

    • In this Section

    • Face Modality

    • Ageing

    • Twins Problem

    • Image Quality

    • False Negatives: Demographic

    • False Negatives: Camera & Environment

    • Camera & Environment Example

    • Face Matching Attacks

    • Face Synthesis

    • Face Swap

    • Face Morphing

    • Real Morph Attacks

    • Face Reenactment

    • Face Modification

    • Attack Mitigation

    • Iris Modality

    • Iris Challenges

    • Iris Challenges Mitigation

    • Fingerprint Modality

    • Common Challenges

    • Difficult Fingerprints

    • Fingerprint Diversity Across Demographics

    • Mitigation Strategies

    • Algorithm & AI Mitigations

    • Tools & Logic for Latent Fingerprint Matching

    • Quiz - Challenges in Biometrics

    • Summary - Challenges In Biometrics
  • 4

    Chapter 4: Failures in Biometrics

    • Intro - Failures in Biometrics

    • In This Section

    • Capture and Enrollment Errors

    • Why Capture Quality Matters

    • Capture Failures Types - FTD

    • Capture Failures Types - FTC

    • Capture Failures Types - Quality Assurance

    • Quality Assurance - FTP

    • Quality Assurance - FTE

    • The QA Trade-Off

    • The QA Trade-Off

    • Quiz - Capture and Enrollment Errors

    • Comparison errors - Verification

    • Comparison errors - Verification

    • Comparison errors - Verification

    • Comparison errors - Verification - False Accept/Reject

    • False Positive vs False Negative

    • Verification Errors – False Accept Scenario

    • Verification Errors In Biometrics - False Accept Rate

    • Verification Errors In Biometrics - False Reject Rate

    • FAR - FRR

    • Verification Errors Distribution

    • Threshold and Error Rates

    • Threshold and Error Rates

    • Threshold and Error Rates

    • Why To Measure Verification Error Rates?

    • How To Measure Verification Error Rates

    • How To Measure Verification Error Rates

    • How To Measure Verification Error Rates

    • Detection Error Tradeoff (DET) Curve

    • Quiz - Verification Errors

    • Summary - Verification Errors

    • Comparison Errors – Identification

    • Identification Process

    • Failure To Find

    • Failure To Find - Candidate Count =3

    • Failure To Find - Candidate Count =5

    • Failure To Find - Candidate Count =7

    • Failure To Find - Candidate Count =9

    • Failure To Find - Candidate Count & Threshold

    • Identification Error Rates

    • Genuines & Impostors

    • Identification Error Types

    • FPIR & FNIR

    • FPIR & FNIR 2

    • NIST Benchmarks

    • Quiz - Identification Errors

    • Summary - Identification Errors

    • Passive Liveness Error Rates

    • iBeta Evaluation

    • iBeta Metrics

    • Liveness Test Example
  • 5

    Chapter 5: Innovatrics Solutions

    • Intro - Innovatrics Solutions

    • In This Section

    • Biometric Voter Registration

    • Elections - The Challenge

    • Elections - The Solution

    • Biometric Voter Registration - Case Results

    • Enrollment In The Field

    • Criminal Investigation Biometrics

    • Criminal Investigation - The Challenge

    • The Solution - ABIS for Criminal Investigation

    • Criminal Modules #1

    • Criminal Modules #2

    • Criminal Investigation - Case Results

    • Our Track Record

    • Border control

    • Border Control - The Challenge

    • Border control - The Solution

    • Border Control - Case Results

    • Biometric Platform for ID Issuance

    • National ID - The Challenge

    • Innovatrics Solution

    • Case Results - Ecuador

    • Identity Verification (IDV) - For Platforms - For Banks and Telcos

    • The Challenge- Client Onboarding

    • The Solution – Identity Verification For Platforms

    • Document Verification

    • NFC Document Reading

    • Palm Verification or Identification

    • The Challenge Continues?

    • The Solution – IDV for Banks and Telcos

    • Onboardings management with Customized Workflows

    • Successful Cases

    • Access Control and Building Security Platform

    • Challenge to Grant Touchless and Easy Access

    • Solution of Facial Recognition-Based Access Control

    • Agora Budapest Facility

    • Scandinavia Facility

    • Thank You & Contacts