Lecture 4: Face Recognition Mobile Biometrics Instructor: Dr. Tempestt Neal (Come see me in ENB 310) ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 1 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 2 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 3 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 4 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 5 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 6 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 7 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 8 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 9 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 10 / 24 ROC Curves CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 11 / 24 Face Recognition • Face is one of the most common biometric traits used by human CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 12 / 24 Face Recognition • Face is one of the most common biometric traits used by human • Establishing an identity based on facial characteristics CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 13 / 24 Face Recognition • Face is one of the most common biometric traits used by human • Establishing an identity based on facial characteristics • Challenges of automated face recognition CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 14 / 24 Face Recognition • Face is one of the most common biometric traits used by human • Establishing an identity based on facial characteristics • Challenges of automated face recognition • Intra-person variations like age, pose, illumination, expressions, hair, accessories • Inter-person similarities like Parents and children Siblings / twins CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 15 / 24 Why face? • Suitable for non-contact sensors CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 16 / 24 Why face? • Suitable for non-contact sensors • Emotion recognition and understanding CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 17 / 24 Why face? • Suitable for non-contact sensors • Emotion recognition and understanding • Large databases for research CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 18 / 24 Why face? • Suitable for non-contact sensors • Emotion recognition and understanding • Large databases for research • High acceptability CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 19 / 24 Why face? • Suitable for non-contact sensors • Emotion recognition and understanding • Large databases for research • High acceptability • Front-facing device cameras for high-quality data collection CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 20 / 24 What are the challenges? ... CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 21 / 24 What are the challenges? CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 22 / 24 What are the challenges? CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 23 / 24 What are the challenges? CAP4103/CAP6101 Mobile Biometrics Lecture 4 (Part 1) 24 / 24 Thank You for your attention. Let’s Discuss 24 / 24