Deep-Learning

Installion

Clone the repository

$ git clone https://github.com/DiaboloKiat/Deep-Learning.git

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Introduction

Basically one stage and two stage object detection structure

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One Stage

SSD (Single Shot MultiBox Detector) 2016

• Introduction
• Paper
  • Github
• How to train a SSD model
  • Link_1
  • Link_2
  • Link_3
  • Colab
    • Custom Object Detection Using Tensorflow in Google Colab
    • arg-colab

YOLO (You Only Look Once)

• Introduction
• Paper
  • Paper
    • Github

YOLACT (You Only Look At CoefficienTs) 2019~2020

• Introduction
• Paper
  • Paper_Yolact (2019)
    • Github
  • Paper_Yolact++ (2020)
    • Github

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Two Stage

Mask R-CNN

• Introduction
• Paper
  • Mask R-CNN (2017)
  • Mask R-CNN (2020)

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Reference

• 深度學習 —— 什麼是one stage，什麼是two stage 物件偵測
• 深度學習 —— 物件偵測上的模型結構變化

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