Face Recognition Training Course Outline
Module 1: Introduction to Face Recognition and Face Detection
- What is Face Recognition?
- Face Recognition Processing
- Analysis in Face Subspaces
Module 2: Overview of Face Detection
- Face Detection
- Appearance-Based and Learning Based Approaches
- Pre-Processing
Module 3: Modelling Facial Shape and Appearance
- Statistical Models of Appearance
- Statistical Shape Models
- Face Shape Variation
- Statistical Models of Texture
Module 4: Overview of Parametric Face Modelling and Tracking
- Parametric Face Modelling
- Model-Based Trackers: First-Frame Models or Statistical Models
Module 5: Illumination Modelling for Face Recognition
- Using PCA for Generating Linear Lighting Models
- Harmonic Reflectances
Module 6: Facial Skin Colour Modelling
- Skin Colour Models
- Single Images
- Image Sequences
Module 7: Face Recognition in Subspaces
- Face Space and its Dimensionality
- Image Space Versus Face Space
- Linear Subspaces
- Recognition with Sets
Module 8: Face Tracking and Recognition from Video
- Overview of Face Tracking and Recognition from Video
- Time Series State Space Model for Recognition
Module 9: Face Recognition Across Pose and Illumination
- Introduction to Face Recognition Across Pose and Illumination
- Multiview Face Recognition and Face Recognition Across Pose
- Illumination Invariant Face Recognition
Module 10: Overview of Morphable Models
- Morphable Model for Face Analysis
- 3D Morphable Model Construction
- Image Analysis with a 3D Morphable Model
Module 11: Facial Expression Analysis
- Facial Expression Analysis
- Basic Structure of Facial Expression Analysis Systems
- Face Detection Methods
Module 12: Face Synthesis and Face Databases
- Introduction
- Face Modelling
- Face Relighting
- Face Databases
Module 13: Face Recognition Evaluation Methods
- Standard Performance Measures
- Open-Set Identification
- Verification
- Closed-Set Identification
Module 14: Neural and Psychological Perspectives on Human Face Recognition
- Psychological Aspects of Face Perception and Recognition
- Facial Expressions, Movement, and Social Signals