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Introduction

🕵️‍♀️ Popular Object Detection Techniques

📚 Common Terms

Term
Description
Classification
Specifying the label (class) of an object in input image
Classification and Localization
Specifying the label and coordinates of an object in input image
Object Detection
Specifying labels and coordinates of multiple objects in input image

📑 More Detailed

Classification
Clf. and Localization
Detection
#of objects
1
1
multiple
Input
image
image
image
Output
label
label + coordinates
label(s) + coordinates
  • R-CNN (Regional Based Convolutional Neural Networks)
  • Fast R-CNN (Regional Based Convolutional Neural Networks)
  • Faster R-CNN (Regional Based Convolutional Neural Networks)
  • RFCN (Region Based Fully Connected Convolutional Neural Networks)
  • YOLO (You Only Look Once)
    • YOLO V1
    • YOLO V2
    • YOLO V3
  • SSD (Single Shot Detection)

🤸‍♀️ Object Detection Series