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2022년 4월 23일 토요일

1. Introduction

 Advanced Convolutional Neural Networks

- This field has progressed so far!

- I never thought i'd make two CNN courses

- This course is not only way different from CNN pt 1, it is also WAY more massive


Newer, Better Architecures


Object Detection

A CNN is just a part of this system!

Transfer Learning


Random neural network =>(TRAINING:ImageNet)=>Neural network<<pre-trained>> on ImageNet =>FINE TUNING:Your data)=> Trained neural network


SSD

Image(224*224) => Base Network(13*13*512) => Additional Feature Layers

=>

Feature map(Ex1_2 6*6*512) => Feature map (Ex2_2 3*3*256) => Feature map (Ex3_3 2*2*128) => Feature map (GAP 1*1*128) 

=>

Detections Layers => Non-Maximum Suppression => Detection Results





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