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


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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

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