Facial-Recognition

1. Safety Helmet Wearing Detection(안전모 탐지)
   • dataset
     • kaggle safety helmet dataset
     • VOC2028
   • model
     • YOLOv5
     • YOLOv8
       • for real-time service
   • learning from scratch
   • result
     • YOLOv8 > YOLOv5
   • optional
     • apply EigenCAM on model's layer
2. Facial Recognition Step(안면 인식 단계)

• YOLO → 안전모 착용 객체 추려내기 → Siamese Network(metric learning) → DB와 비교
• model
  • Siamese Network
    • Contrastive Loss(Euclidean)
    • learning from scratch(from PubFig Dataset)