Git-Loss-For-Deep-Face-Recognition-master

所属分类:模式识别(视觉/语音等)
开发工具:Python
文件大小:453KB
下载次数:0
上传日期:2020-11-09 10:46:45
上 传 者wuenda
说明:  Git-Loss-For-Deep-Face-Recognition-master

文件列表:
LICENSE (1070, 2018-07-28)
gitloss.py (13858, 2018-07-28)
msceleb (0, 2018-07-28)
msceleb\cleanmsceleb.py (1308, 2018-07-28)
msceleb\overlapping_lfw.txt (73823, 2018-07-28)
msceleb\overlapping_ytf.txt (24964, 2018-07-28)
results (0, 2018-07-28)
results\center-loss-lc001-lg0.png (134848, 2018-07-28)
results\git-loss-lc001-lg01.png (106783, 2018-07-28)
results\push-pull-distance-1.png (168497, 2018-07-28)
vggface2 (0, 2018-07-28)

# Git Loss For Deep Face Recognition This repository contains code for the paper "Git Loss for Deep Face Recognition".
The preprint of the paper can be found at: HERE ## Usage Standard Gitloss methodology: Following dependencies are required for the code:
  1. Tensorflow >= 1.4
  2. Numpy
  3. Matplotlib
This code is for MNIST (mentioned in paper). For VGGFace2, you may use the code provided by facenet. Use the function `get_git_loss()` from the `gitloss.py` in facenet to use VGGFace2. To run the code: `python3 gitloss.py` ## Results Following are the plots of Gitloss and Centerloss [1]. ### Gitloss: ### Centerloss: ## VGGFace2 TODO ## Citation If you use the loss function described, please cite the paper. Please note that this is the preprint version, the published version will be out soon. ``` @article{calefati2018git, title={Git Loss for Deep Face Recognition}, author={Calefati, Alessandro and Janjua, Muhammad Kamran and Nawaz, Shah and Gallo, Ignazio}, journal={arXiv preprint arXiv:1807.08512}, year={2018} } ``` ## Contact If there is any problem with the code or if you may have any question, feel free to open an issue or reach out here: mjanjua.bscs16seecs@seecs.edu.pk ## References [1] https://ydwen.github.io/papers/WenECCV16.pdf

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