Detector🎯5—— one-stage VS two-stage

"FPN, RPN"

Posted by fuhao7i on April 13, 2021

1. main differences

  • one-stage network is faster.
  • two-stage network is more accurate.

2. one-stage

Directly regress the category probability and position coordinate value of the object without RPN(region proposal network).

classical one-stage object detection network

YOLOv1, YOLOv2, YOLOv3
SSD, DSSD ...
Retina-Net ...

Retina Net

PyTorch-RetinaNet