Elkarazle, K.; Raman, V.; Then, P. Facial Age Estimation Using

Document Outline

• Introduction 
• Contributions 
• Common Challenges 
  • Head-Pose and Alignment 
  • Image Resolution 
  • Lifestyle and Health Condition 
  • Lack of Data 
  • Genetics 
  • Facial Modifications 
• Datasets 
  • IMDB-WIKI 
  • Human and Object Interaction Processing (HOIP) 
  • The Asian Face Age Dataset (AFAD) 
  • Cross-Age Celebrity Dataset (CACD) 
  • WebFace 
  • MORPH 
  • Specs on Face (SoF) 
  • MegaAge 
  • Adience 
  • UTKFace 
  • AgeDB 
  • MSU LFW+ 
  • Facial Recognition Technology (FERET) 
  • YGA 
  • Images of Group (IoG) 
  • Iranian Face Database (IFDB) 
  • FG-NET 
• Age Estimation Models 
  • Handcrafted Models 
  • Deep Learning Models 
• Performance Evaluation Metrics 
• Age Estimation Literature Review 
  • Handcrafted Methods 
  • Transfer Learning-Based Methods 
• Discussion 
• Conclusions 
• References