Github项目推荐 | awesome-Face_Recognition:人脸识别相关资源大列表



  • 人脸检测;
  • 面部对齐;
  • 面部识别和面部识别&面部验证和面部表征;
  • 面部(面部)属性&&面部(面部)分析;
  • 面部重建;
  • 面部跟踪;
  • 面对超级分辨率&&面对辩解&&面对幻觉;
  • 面部生成&&面部合成&&面部完成&&面部恢复;
  • 面部转移&&面部编辑&&面部交换;
  • 面对反欺骗;
  • 面部检索;
  • 数据集


  • [1] polarisZhao/awesome-face
  • [2] L706077/DNN-Face-Recognition-Papers
  • [3] ShownX/FacePaperCollection
  • [4] HansonSun/FaceRecognition-Papers
  • [5] shaoxiaohu/CVPR2016
  • [6] zhanglaplace/PaperPaper
  • [7] gdshen/paper_notes
  • [8] lcybuzz/Personal-Face-Related-Paper-Record
  • [9] betars/Face-Resources
  • [10] xuewengeophysics/Awesome-Face-Recognition
  • [11] Face Recognition Algorithms



  • Seyyed Majid Valiollahzadeh, Abolghasem Sayadiyan, Mohammad Nazari .Face Detection Using Adaboosted SVM-Based Component Classifier .[J] arXiv preprint arXiv:0812.02575.


  • Raphael Sznitman, Bruno Jedynak .Active Testing for Face Detection and Localization .[J] arXiv preprint arXiv:1003.05249.
  • Daniele S. M. Alves, Mariangela Lisanti, Jay G. Wacker .The Poker Face of Inelastic Dark Matter: Prospects at Upcoming Direct Detection Experiments .[J] arXiv preprint arXiv:1005.05421.
  • S. M. Kamruzzaman, Firoz Ahmed Siddiqi, Md. Saiful Islam, Md. Emdadul Haque, Mohammad Shamsul Alam .Rotation Invariant Face Detection Using Wavelet, PCA and Radial Basis Function Networks .[J] arXiv preprint arXiv:1009.04974.
  • Sakrapee Paisitkriangkrai, Chunhua Shen, Jian Zhang .Face Detection with Effective Feature Extraction .[J] arXiv preprint arXiv:1009.05758.


  • Yingjie Miao, Jason J. Corso .Hamiltonian Streamline Guided Feature Extraction with Applications to Face Detection .[J] arXiv preprint arXiv:1108.03525.
  • Divya Jyoti, Aman Chadha, Pallavi Vaidya, M. Mani Roja .A robust, low-cost approach to Face Detection and Face Recognition .[J] arXiv preprint arXiv:1111.01090.


  • Vibekananda Dutta, Dr Nishtha Kesswani, Deepti Gahalot .Novel Architecture for 3D model in virtual communities from detected face .[J] arXiv preprint arXiv:1210.06157.


  • Faizan Ahmad, Aaima Najam, Zeeshan Ahmed .Image-based Face Detection and Recognition: "State of the Art" .[J] arXiv preprint arXiv:1302.06379.
  • Parama Bagchi, Debotosh Bhattacharjee, Mita Nasipuri, Dipak Kumar Basu .A Novel Approach in detecting pose orientation of a 3D face required for face .[J] arXiv preprint arXiv:1309.03418.
  • Parama Bagchi, Debotosh Bhattacharjee, Mita Nasipuri, Dipak Kumar Basu .A novel approach for nose tip detection using smoothing by weighted median filtering applied to 3D face images in variant poses .[J] arXiv preprint arXiv:1309.04573.
  • Parama Bagchi, Debotosh Bhattacharjee, Mita Nasipuri, Dipak Kumar Basu .Detection of pose orientation across single and multiple axes in case of 3D face images .[J] arXiv preprint arXiv:1309.04577.
  • Markan Lopar, Slobodan Ribari .An Overview and Evaluation of Various Face and Eyes Detection Algorithms for Driver Fatigue Monitoring Systems .[J] arXiv preprint arXiv:1310.00317.
  • Qianli Liao, Joel Z Leibo, Youssef Mroueh, Tomaso Poggio .Can a biologically-plausible hierarchy effectively replace face detection, alignment, and recognition pipelines? .[J] arXiv preprint arXiv:1311.04082.
  • P. Kiran Sree, I. Ramesh Babu .Face Detection from still and Video Images using Unsupervised Cellular Automata with K means clustering algorithm .[J] arXiv preprint arXiv:1312.06834.


  • Chen D, Ren S, Wei Y, et al. Joint cascade face detection and alignment[C]//European Conference on Computer Vision. Springer, Cham, 2014: 109-122.
  • Omaima N. A. AL-Allaf .Review of Face Detection Systems Based Artificial Neural Networks Algorithms .[J] arXiv preprint arXiv:1404.01292.
  • Adrian Barbu, Nathan Lay, Gary Gramajo .Face Detection with a 3D Model .[J] arXiv preprint arXiv:1404.03596.
  • Saptarshi Chakraborty, Dhrubajyoti Das .An Overview of Face Liveness Detection .[J] arXiv preprint arXiv:1405.02227.
  • Bin Yang, Junjie Yan, Zhen Lei, Stan Z. Li .Aggregate channel features for multi-view face detection .[J] arXiv preprint arXiv:1407.04023.
  • Reza Azad, Fatemeh Davami .A robust and adaptable method for face detection based on Color Probabilistic Estimation Technique .[J] arXiv preprint arXiv:1407.06318.
  • Shengcai Liao, Anil K. Jain, Stan Z. Li .A Fast and Accurate Unconstrained Face Detector .[J] arXiv preprint arXiv:1408.01656.
  • David Menotti, Giovani Chiachia, Allan Pinto, William Robson Schwartz, Helio Pedrini, Alexandre Xavier Falcao, Anderson Rocha .Deep Representations for Iris, Face, and Fingerprint Spoofing Detection .[J] arXiv preprint arXiv:1410.01980.
  • K.A.A. Aziz, S.S. Abdullah .Face Detection Using Radial Basis Functions Neural Networks With Fixed Spread .[J] arXiv preprint arXiv:1410.02173.


  • 【Cascade】Li H, Lin Z, Shen X, et al. A convolutional neural network cascade for face detection[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015: 5325-5334. [code:anson0910/CNN_face_detection]
  • Yang B, Yan J, Lei Z, et al. Convolutional channel features[C]//Proceedings of the IEEE international conference on computer vision. 2015: 82-90.
  • 【Multiview Face Detection】Sachin Sudhakar Farfade, Mohammad Saberian, Li-Jia Li .Multi-view Face Detection Using Deep Convolutional Neural Networks .[J] arXiv preprint arXiv:1502.02766. [code: guoyilin/FaceDetection_CNN]
  • Anjith George, Anirban Dasgupta, Aurobinda Routray .A Framework for Fast Face and Eye Detection .[J] arXiv preprint arXiv:1505.03344.
  • Golnaz Ghiasi, Charless C. Fowlkes .Occlusion Coherence: Detecting and Localizing Occluded Faces .[J] arXiv preprint arXiv:1506.08347.
  • Ilya Kalinovskii, Vladimir Spitsyn .Compact Convolutional Neural Network Cascade for Face Detection .[J] arXiv preprint arXiv:1508.01292.
  • Rajeev Ranjan, Vishal M. Patel, Rama Chellappa .A Deep Pyramid Deformable Part Model for Face Detection .[J] arXiv preprint arXiv:1508.04389.
  • Shuo Yang, Ping Luo, Chen Change Loy, Xiaoou Tang .From Facial Parts Responses to Face Detection: A Deep Learning Approach .[J] arXiv preprint arXiv:1509.06451.
  • Babins Shrestha, Nitesh Saxena, Hien Thi Thu Truong, N. Asokan .Contextual Proximity Detection in the Face of Context-Manipulating Adversaries .[J] arXiv preprint arXiv:1511.00905.
  • Sohini Roychowdhury .Facial Expression Detection using Patch-based Eigen-face Isomap Networks .[J] arXiv preprint arXiv:1511.03363.
  • Shuo Yang, Ping Luo, Chen Change Loy, Xiaoou Tang .WIDER FACE: A Face Detection Benchmark .[J] arXiv preprint arXiv:1511.06523.


  • Qin H, Yan J, Li X, et al. Joint training of cascaded cnn for face detection[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2016: 3456-3465.
  • Yang S, Luo P, Loy C C, et al. Wider face: A face detection benchmark[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016: 5525-5533.
  • Michael J. Wilber, Vitaly Shmatikov, Serge Belongie .Can we still avoid automatic face detection? .[J] arXiv preprint arXiv:1602.04504.
  • Sayantan Sarkar, Vishal M. Patel, Rama Chellappa .Deep Feature-based Face Detection on Mobile Devices .[J] arXiv preprint arXiv:1602.04868.
  • Rajeev Ranjan, Vishal M. Patel, Rama Chellappa .HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition .[J] arXiv preprint arXiv:1603.01249.
  • Upal Mahbub, Vishal M. Patel, Deepak Chandra, Brandon Barbello, Rama Chellappa .Partial Face Detection for Continuous Authentication .[J] arXiv preprint arXiv:1603.09364.
  • 【MTCNN】Kaipeng Zhang, Zhanpeng Zhang, Zhifeng Li, Yu Qiao .Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks .[J] arXiv preprint arXiv:1604.02878. [code;kpzhang93/MTCNN_face_detection_alignment]
  • Yunzhu Li, Benyuan Sun, Tianfu Wu, Yizhou Wang .Face Detection with End-to-End Integration of a ConvNet and a 3D Model .[J] arXiv preprint arXiv:1606.00850.
  • Huaizu Jiang, Erik Learned-Miller .Face Detection with the Faster R-CNN .[J] arXiv preprint arXiv:1606.03473.
  • Chenchen Zhu, Yutong Zheng, Khoa Luu, Marios Savvides .CMS-RCNN: Contextual Multi-Scale Region-based CNN for Unconstrained Face Detection .[J] arXiv preprint arXiv:1606.05413.
  • Dong Chen, Gang Hua, Fang Wen, Jian Sun .Supervised Transformer Network for Efficient Face Detection .[J] arXiv preprint arXiv:1607.05477.
  • Yu J, Jiang Y, Wang Z, et al. UnitBox: An Advanced Object Detection Network[J]. arXiv preprint arXiv:1608.01471, 2016.
  • Michael McCoyd, David Wagner .Spoofing 2D Face Detection: Machines See People Who Aren't There .[J] arXiv preprint arXiv:1608.02128.
  • Shaohua Wan, Zhijun Chen, Tao Zhang, Bo Zhang, Kong-kat Wong .Bootstrapping Face Detection with Hard Negative Examples .[J] arXiv preprint arXiv:1608.02236.
  • Michael Opitz, Georg Waltner, Georg Poier, Horst Possegger, Horst Bischof .Grid Loss: Detecting Occluded Faces .[J] arXiv preprint arXiv:1609.00129.
  • Xianxu Hou, Ke Sun, Linlin Shen, Guoping Qiu .Object Specific Deep Learning Feature and Its Application to Face Detection.[J] arXiv preprint arXiv:1609.01366.
  • Zhenheng Yang, Ram Nevatia .A Multi-Scale Cascade Fully Convolutional Network Face Detector .[J] arXiv preprint arXiv:1609.03536.
  • Shuzhe Wu, Meina Kan, Zhenliang He, Shiguang Shan, Xilin Chen .Funnel-Structured Cascade for Multi-View Face Detection with Alignment-Awareness .[J] arXiv preprint arXiv:1609.07304.
  • Jyothi Korra .Comparing Face Detection and Recognition Techniques .[J] arXiv preprint arXiv:1610.04575.
  • Zhuqi Li, Weijie Chen, Zhenyi Li, Kaigui Bian .Look into My Eyes: Fine-grained Detection of Face-screen Distance on Smartphones .[J] arXiv preprint arXiv:1612.04131.
  • 【HR】Peiyun Hu, Deva Ramanan .Finding Tiny Faces .[J] arXiv preprint arXiv:1612.04402. [code: peiyunh/tiny]
  • Yutong Zheng, Chenchen Zhu, Khoa Luu, Chandrasekhar Bhagavatula, T. Hoang Ngan Le, Marios Savvides .Towards a Deep Learning Framework for Unconstrained Face Detection .[J] arXiv preprint arXiv:1612.05322.


  • Smriti Tikoo, Nitin Malik .Detection of Face using Viola Jones and Recognition using Back Propagation Neural Network .[J] arXiv preprint arXiv:1701.08257.
  • Smriti Tikoo, Nitin Malik .Detection, Segmentation and Recognition of Face and its Features Using Neural Network .[J] arXiv preprint arXiv:1701.08259.
  • Xudong Sun, Pengcheng Wu, Steven C.H. Hoi .Face Detection using Deep Learning: An Improved Faster RCNN Approach .[J] arXiv preprint arXiv:1701.08289.
  • Shuo Yang, Ping Luo, Chen Change Loy, Xiaoou Tang .Faceness-Net: Face Detection through Deep Facial Part Responses .[J] arXiv preprint arXiv:1701.08393.
  • Yuguang Liu, Martin D. Levine .Multi-Path Region-Based Convolutional Neural Network for Accurate Detection of Unconstrained "Hard Faces" .[J] arXiv preprint arXiv:1703.09145.
  • Liying Chi, Hongxin Zhang, Mingxiu Chen .End-To-End Face Detection and Recognition .[J] arXiv preprint arXiv:1703.10818.
  • Upal Mahbub, Sayantan Sarkar, Rama Chellappa .Partial Face Detection in the Mobile Domain .[J] arXiv preprint arXiv:1704.02117.
  • Zhen-Hua Feng, Josef Kittler, Muhammad Awais, Patrik Huber, Xiao-Jun Wu .Face Detection, Bounding Box Aggregation and Pose Estimation for Robust Facial Landmark Localisation in the Wild .[J] arXiv preprint arXiv:1705.02402.
  • 【Face R-CNN】【Tencent AI Lab】Hao Wang, Zhifeng Li, Xing Ji, Yitong Wang .Face R-CNN .[J] arXiv preprint arXiv:1706.01061.
  • Shuo Yang, Yuanjun Xiong, Chen Change Loy, Xiaoou Tang .Face Detection through Scale-Friendly Deep Convolutional Networks .[J] arXiv preprint arXiv:1706.02863.
  • Zekun Hao, Yu Liu, Hongwei Qin, Junjie Yan, Xiu Li, Xiaolin Hu .Scale-Aware Face Detection .[J] arXiv preprint arXiv:1706.09876.
  • Changyong Yu, Yunde Jia .Anisotropic Diffusion-based Kernel Matrix Model for Face Liveness Detection .[J] arXiv preprint arXiv:1707.02692.
  • Yancheng Bai, Bernard Ghanem .Multi-Branch Fully Convolutional Network for Face Detection .[J] arXiv preprint arXiv:1707.06330.
  • Keke He, Yanwei Fu, Xiangyang Xue .A Jointly Learned Deep Architecture for Facial Attribute Analysis and Face Detection in the Wild .[J] arXiv preprint arXiv:1707.08705.
  • Weilin Cong, Sanyuan Zhao, Hui Tian, Jianbing Shen .Improved Face Detection and Alignment using Cascade Deep Convolutional Network .[J] arXiv preprint arXiv:1707.09364.
  • 【Focal loss】Lin T Y, Goyal P, Girshick R, et al. Focal loss for dense object detection[J]. IEEE transactions on pattern analysis and machine intelligence, 2018.
  • Manuel Günther, Peiyun Hu, Christian Herrmann, Chi Ho Chan, Min Jiang, Shufan Yang, Akshay Raj Dhamija, Deva Ramanan, Jürgen Beyerer, Josef Kittler, Mohamad Al Jazaery, Mohammad Iqbal Nouyed, Guodong Guo, Cezary Stankiewicz, Terrance E. Boult .Unconstrained Face Detection and Open-Set Face Recognition Challenge .[J] arXiv preprint arXiv:1708.02337.
  • 【SSH】Mahyar Najibi, Pouya Samangouei, Rama Chellappa, Larry Davis .SSH: Single Stage Headless Face Detector .[J] arXiv preprint arXiv:1708.03979. [code:mahyarnajibi/SSH]
  • Nataniel Ruiz, James M. Rehg .Dockerface: an Easy to Install and Use Faster R-CNN Face Detector in a Docker Container .[J] arXiv preprint arXiv:1708.04370.
  • 【FaceBoxes】Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li .FaceBoxes: A CPU Real-time Face Detector with High Accuracy .[J] arXiv preprint arXiv:1708.05234. [code:zeusees/FaceBoxes]
  • 【S^3FD】Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li .S^3FD: Single Shot Scale-invariant Face Detector .[J] arXiv preprint arXiv:1708.05237.
  • SouYoung Jin, Hang Su, Chris Stauffer, Erik Learned-Miller .End-to-end Face Detection and Cast Grouping in Movies Using Erdős-Rényi Clustering .[J] arXiv preprint arXiv:1709.02458.
  • Yujia Chen, Lingxiao Song, Ran He .Masquer Hunter: Adversarial Occlusion-aware Face Detection .[J] arXiv preprint arXiv:1709.05188.
  • 【face R-FCN】Yitong Wang, Xing Ji, Zheng Zhou, Hao Wang, Zhifeng Li .Detecting Faces Using Region-based Fully Convolutional Networks .[J] arXiv preprint arXiv:1709.05256.
  • Mahmoud Afifi, Marwa Nasser, Mostafa Korashy, Katherine Rohde, Aly Abdelrahim .Can We Boost the Power of the Viola-Jones Face Detector Using Pre-processing? An Empirical Study .[J] arXiv preprint arXiv:1709.07720.
  • Luiz Souza, Mauricio Pamplona, Luciano Oliveira, João Papa .How far did we get in face spoofing detection? .[J] arXiv preprint arXiv:1710.09868.
  • 【FAN】Jianfeng Wang, Ye Yuan, Gang Yu .Face Attention Network: An Effective Face Detector for the Occluded Faces .[J] arXiv preprint arXiv:1711.07246.
  • Jialiang Zhang, Xiongwei Wu, Jianke Zhu, Steven C.H. Hoi .Feature Agglomeration Networks for Single Stage Face Detection .[J] arXiv preprint arXiv:1712.00721.
  • Zexun Zhou, Zhongshi He, Ziyu Chen, Yuanyuan Jia, Haiyan Wang, Jinglong Du, Dingding Chen .FHEDN: A based on context modeling Feature Hierarchy Encoder-Decoder Network for face detection .[J] arXiv preprint arXiv:1712.03687.
  • Siqi Yang, Arnold Wiliem, Shaokang Chen, Brian C. Lovell .Using LIP to Gloss Over Faces in Single-Stage Face Detection Networks .[J] arXiv preprint arXiv:1712.08263.

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