人脸相关算法、数据集、文献资源大列表- 专知

人脸相关算法、数据集、文献资源大列表

【导读】@polarisZhao同学将众多人脸相关资源进行了汇总，让你从入门到精通。

github链接：

https://github.com/timzhang642/3D-Machine-Learning

作者：@polarisZhao

【论文/算法】

人脸识别

Deep ID Series
DeepID1: Deep Learning Face Representation from Predicting 10,000 Classes [Yi Sun et al., 2014]
DeepID2: Deep Learning Face Representation by Joint Identification-Verification [Yi Sun et al., 2014]
DeepID2+: Deeply learned face representations are sparse, selective, and robust [Yi Sun et al., 2014]
DeepIDv3: DeepID3: Face Recognition with Very Deep Neural Networks [Yi Sun et al., 2015]
FaceNet: [third-party implemention]
FaceNet: A Unified Embedding for Face Recognition and Clustering [Florian Schroff et al., 2015]
Deep Face:
Deep Face Recognition [Omkar M. Parkhi et al., 2015]

Center Loss： [code] A Discriminative Feature Learning Approach for Deep Face Recognition [Yandong Wen et al., 2016]
Large-Margin Softmax Loss [code] Large-Margin Softmax Loss for Convolutional Neural Networks(L-Softmax loss)[Weiyang Liu al., 2017]

SphereFace： A-Softmax [code] SphereFace: Deep Hypersphere Embedding for Face Recognition [Weiyang Liu al., 2017]
NormFace [code]
NormFace: L2 Hypersphere Embedding for Face Verification [Feng Wang al., 2017]
COCO Loss: [code]
Rethinking Feature Discrimination and Polymerization for Large-scale Recognition [Yu Liu al., 2017]

AM-Softmax [code] AM : Additive Margin Softmax for Face Verification [Feng Wang al., 2018]
CosFace:
CosFace: Large Margin Cosine Loss for Deep Face Recognition(Tencent AI Lab) [Hao Wang al., 2018]
ArcFace: [code]
ArcFace: Additive Angular Margin Loss for Deep Face Recognition [Jiankang Deng al., 2018]

Deep 3D Face Identification [Donghyun Kim al., 2017]
Learning from Millions of 3D Scans for Large-scale 3D Face Recognition[Syed Zulqarnain al., 2018]

Beyond triplet loss: a deep quadruplet network for person re-identification[Weihua Chen al., 2017]
Range Loss for Deep Face Recognition with Long-tail [Xiao Zhang al., 2016]
Feature Incay for Representation Regularization[Yuhui Yuan al., 2017]

人脸检测

Cascade [code]
A Convolutional Neural Network Cascade for Face Detection[Haoxiang Li al., 2015]
MTCNN [code]
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks[K. Zhang al., 2016]
Face R-CNN
Face R-CNN[H. Wang, Z. Li, X. Ji, Y. Wang. et.al 2017]
SSH [code]
SSH: Single Stage Headless Face Detector[M. Najibi, al., 2017 ]
HR [code]
Finding Tiny Faces [Peiyun Hu, Deva Ramanan, 2017]
FaceBoxes code**
Faceboxes: A CPU Real-time Face Detector with High Accuracy[Zhang, Shifeng al., 2017]
PyramidBox
PyramidBox: A Context-assisted Single Shot Face Detector[Xu Tang al., 2018]