시각·생성

네오코그니트론과 LeNet에서 ImageNet, ResNet, 생성 모델(GAN·VAE·확산)까지.

실선은 인용이 확인된 선(OpenAlex 또는 인용한 논문의 참고문헌 목록), 점선은 교과서가 말하는 영향이지만 인용이 확인되지 않은 선. 세로 위치는 주제 묶음.

연도	첫 저자	제목	장
1980	Fukushima	Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position	3장 지식 시스템과 연결주의 1974–93
1982	Marr	Vision: A Computational Investigation into the Human Representation and Processing of Visual Information	3장 지식 시스템과 연결주의 1974–93
1989	LeCun et al.	Backpropagation Applied to Handwritten Zip Code Recognition	3장 지식 시스템과 연결주의 1974–93
1998	LeCun et al.	Gradient-based learning applied to document recognition	4장 통계 학습 1990–2011
2009	Deng et al.	ImageNet: A large-scale hierarchical image database	4장 통계 학습 1990–2011
2010	Ciresan et al.	Deep, Big, Simple Neural Nets for Handwritten Digit Recognition	4장 통계 학습 1990–2011
2012	Ciresan et al.	Multi-column deep neural networks for image classification	5장 딥러닝 2012–17
2012	Krizhevsky et al.	ImageNet Classification with Deep Convolutional Neural Networks	5장 딥러닝 2012–17
2013	Graves	Generating Sequences With Recurrent Neural Networks	5장 딥러닝 2012–17
2013	Girshick et al.	Rich feature hierarchies for accurate object detection and semantic segmentation	5장 딥러닝 2012–17
2013	Kingma & Welling	Auto-Encoding Variational Bayes	5장 딥러닝 2012–17
2014	Goodfellow et al.	Generative Adversarial Nets	5장 딥러닝 2012–17
2014	Simonyan & Zisserman	Very Deep Convolutional Networks for Large-Scale Image Recognition	5장 딥러닝 2012–17
2014	Szegedy et al.	Going Deeper with Convolutions	5장 딥러닝 2012–17
2015	Sohl-Dickstein et al.	Deep Unsupervised Learning using Nonequilibrium Thermodynamics	5장 딥러닝 2012–17
2015	Radford et al.	Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	5장 딥러닝 2012–17
2015	He et al.	Deep Residual Learning for Image Recognition	5장 딥러닝 2012–17
2016	van den Oord et al.	WaveNet: A Generative Model for Raw Audio	5장 딥러닝 2012–17
2020	Dosovitskiy et al.	An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	6장 사전학습·생성 2017–22
2021	Radford et al.	Learning Transferable Visual Models From Natural Language Supervision	6장 사전학습·생성 2017–22