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description
πŸ•΅οΈβ€β™€οΈ Popular Object Detection Techniques

🌱 Introduction

πŸ“š 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

πŸ“‘ More Detailed

Classification Clf. and Localization Detection
#of objects 1 1 multiple
Input image image image
Output label label + coordinates label(s) + coordinates

✨ Popular Detection CNNs

  • 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)

πŸ€Έβ€β™€οΈ Object Detection Series