Single-Stage Object Detection

Introduction

We can think of it as

  1. Remove final object classification stage in faster R-CNN
  2. Revise classification step in RPN from classifying background or not background to classifying the exact object

Pros and Cons

It is more efficient (obviously) but less accurate