论文列表

1.CNN神经网络

lenet: Gradient-Based Learning Applied to Document Recognition

code

AlexNet:

2.局部连接的神经网络

G. B. Huang, H. Lee, and E. Learned-Miller. Learning hierarchical representations for face verification with convolutional deep belief networks. In CVPR, 2012

K. Gregor and Y. LeCun. Emergence of complex-like cells in a temporal product network with local receptive fields. arXiv:1006.0448,2010.

2.关于人脸识别方面的论文

参见LFW比赛的文章汇总

facebook cvpr2013: DeepFace: Closing the Gap to Human-Level Performance in Face Verification

3.样本不均衡问题

常见的一些解决样本不均衡的方法包括：

1、 costsensitivelearning

2、 resamplingtechniques

1.“ClassRectification Hard Mining for Imbalanced Deep Learning”

2.“Oversampling forImbalanced Learning Based on K-Means and SMOTE”

3.“IntroducingDeepBalance: Random Deep Belief Network Ensembles to Address Class Imbalance”

3D人脸对齐

References:
-------------------
  [1] Tal Hassner, Shai Harel, Eran Paz, Roee Enbar, "Effective Face
  Frontalization in Unconstrained Images," forthcoming. 
  See project page for more details: 
  https://www.openu.ac.il/home/hassner/projects/frontalize

  [2] T. Hassner, L. Assif, and L. Wolf, "When Standard RANSAC is Not Enough: Cross-Media 
  Visual Matching with Hypothesis Relevancy," Machine Vision and Applications (MVAP), 
  Volume 25, Issue 4, Page 971-983, 2014 
  Available: https://www.openu.ac.il/home/hassner/projects/poses/

  [3] T. Hassner, "Viewing Real-World Faces in 3D," International Conference on Computer Vision (ICCV), 
  Sydney, Austraila, Dec. 2013
  Available: https://www.openu.ac.il/home/hassner/projects/poses/

  [4] X. Xiong and F. De la Torre, "Supervised Descent Method and its Application to Face
  Alignment," IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
  Available: http://www.humansensing.cs.cmu.edu/intraface

  [5] X. Zhu, D. Ramanan. "Face detection, pose estimation and landmark localization in the wild," 
  Computer Vision and Pattern Recognition (CVPR) Providence, Rhode Island, June 2012. 
  Available: http://www.ics.uci.edu/~xzhu/face/

  [6] V. Kazemi, J. Sullivan. "One Millisecond Face Alignment with an
  Ensemble of Regression Trees," Computer Vision and Pattern Recognition
  (CVPR), Columbus, Ohio, June, 2014 
  Available through the dlib library: http://blog.dlib.net/2014/08/real-time-face-pose-estimation.html
  
  [7] Yue Wu and Tal Hassner, "Facial Landmark Detection with Tweaked Convolutional Neural Networks," 
  arXiv preprint arXiv:1511.04031, 12 Nov. 2015