🌱 Introduction

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

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

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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)

✨ Popular Classification CNNs

  • LeNet

  • AlexNet

  • MobileNet

  • ResNet

  • VGG

πŸ€Έβ€β™€οΈ Object Detection Series