1973 Textural Features for Image Classification

1978 Texture features corresponding to visual perception

1986 A Computational Approach to Edge Detection

1989 A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition

1990 Scale-space and edge detection using anisotropic diffusion

1995 Support-Vector Networks

1997 Training Support Vector Machines - an Application to Face Detection

1998 Feature Detection with Automatic Scale Selection

1998 Gradient-based learning applied to document recognition

LeNet，OCR

1998 Neural Network-based Face Detection

2000 Normalized cuts and image segmentation

2001 Color and Texture Descriptors

2001 Face Detection in Color Images

2001 PCA versus LDA

2002 Detecting Faces in Images - A Survey

2003 Face Recognition - A Literature Survey

2004 Robust Real-Time Face Detection

2005 Histograms of Oriented Gradients for Human Detection

2012 ImageNet Classification with Deep Convolutional Neural Networks

AlexNet

2013 Network In Network

1×1卷积

2013 Rich feature hierarchies for accurate object detection and semantic segmentation

R-CNN

2013 Visualizing and Understanding Convolutional Networks

卷积神经网络可视化

2014 DeepFace - Closing the Gap to Human-Level Performance in Face Verification

端到端Siamese Network，人脸识别

2014 Going deeper with convolutions

Inception网络，GooLeNet

2014 OverFeat - Integrated Recognition, Localization and Detection using Convolutional Networks

卷积的滑动窗口实现

2015 A Neural Algorithm of Artistic Style

神经风格转换算法，内容损失函数，风格损失函数

2015 Batch Normalization - Accelerating Deep Network Training by Reducing Internal Covariate Shift

Batch Norm初始化方法

2015 Deep Residual Learning for Image Recognition

ResNet残差网络，防止梯度消失和梯度爆炸

2015 Delving Deep into Rectifiers - Surpassing Human-Level Performance on ImageNet Classification

PReLU参数化线性修正单元

2015 FaceNet - A Unified Embedding for Face Recognition and Clustering

APN Triplet Loss，用于训练人脸特征向量

2015 Fast R-CNN

Fast R-CNN

2015 Faster R-CNN - Towards Real-Time Object

Faster R-CNN

2015 R-CNN minus R

2015 Very Deep Convolutional Networks For Large-Scale Image Recognition

VGG-16深度卷积框架

2015 You Only Look Once - Unified, Real-Time Object Detection

经典YOLO目标检测算法（V5）

2016 PVANET - Deep but Light weight Neural Networks for Real-time Object Detection

2017 Mask R-CNN