10. Yolo series

brief introduction

Index analysis

YOLO-V1

• The core idea

• Network architecture

• Loss function

• NMS( Non maximum suppression )

• summary
  

YOLO-V2

• Batch Normalization

• Greater resolution
  
• Network structure
  
• Cluster extraction a priori box
  
• Anchor Box
  
• Directed Location Predicti
  
  
• Feel the field
  
  
  
• Fine-Grained Feature
  
• Multi-Scale
  

YOLO-V3

• many scale
  
• scale Transform the classical method
  
  
• Residual connection - For better features
  
• Core network architecture
  
  
• A priori frame design
  
  
• softmax Layer substitution
  

download YOLO-V3 Source code

• obtain yolo Source code
  https://github.com/search?q=YOLO3
  
  Get... As needed
  labelme Tools

pip install labelme==4.5.9
pip install pyqt5
pip install pillow==4.0.0