딥러닝 모델 분석과 구현 정리

 

Computer Vision

Tasks	Model	Review	Implementation
Image Classification, Object Detection	AlexNet	AlexNet 논문 리뷰	AlexNet 구현
Image Classification, Object Detection	VGGNet	VGGNet 논문 리뷰	VGGNet 구현
Image Classification, Object Detection	GoogLeNet = Inception v1	GoogLeNet 논문 리뷰	GoogLeNet 구현
Object Detection	R-CNN	R-CNN 논문 리뷰	R-CNN 구현
Object Detection	SPPNet	SPPNet 논문 리뷰	SPPNet 구현
Image Caption Generation	Show and Tell = NIC	NIC 논문 리뷰	-
Object Detection	Fast R-CNN	Fast R-CNN 논문 리뷰	-
Image Classification, Object Detection	ResNet	ResNet 논문 리뷰	ResNet 구현
Object Detection	Faster R-CNN	Faster R-CNN 논문 리뷰	Faster R-CNN 구현

 

 

NLP

Tasks	Model	Review	Implementation
Classification, Machine Translation, Time Series Prediction	LSTM	LSTM 설명	LSTM 일부 구현
Classification, Machine Translation, Time Series Prediction	GRU	GRU 설명	-
Classification, Machine Translation, Time Series Prediction	Transformer

 

 

Tabular Data

 

Tasks	Model	Review	Implementation