WeidiXie / multicoumn_network

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Multicolumn Networks

This repo contains a Keras code of the paper,

Multicolumn Networks for Face Recognition (Xie and Zisserman, BMVC2018).

Dependencies

Meta & Model

Keras Model (https://www.dropbox.com/sh/glh67gh049m86c2/AAB_PYuwPiCv557juxIAZqYLa?dl=0),

IJBB Dataset (Preprocessed) (https://www.dropbox.com/s/t42qmx1yef00iia/ijbb_crop.tar.gz?dl=0)

Meta Information (https://www.dropbox.com/sh/3tk5fjl6i08u9xi/AAD5Dzb340RYW9eV4iY1Vdnea?dl=0)

Results on IJBB verification (Table 3 in the paper):

Arch TAR@FAR = 1e-5 TAR@FAR = 1e-4 TAR@FAR = 1e-3 TAR@FAR = 1e-2 TAR@FAR = 1e-1
MN-v 0.683 0.818 0.902 0.955 0.984
MN-vc 0.708 0.831 0.909 0.958 0.985

Testing the model

To test the model on the IJBB dataset, go to src/

  • python predict.py

Citation

@InProceedings{Xie18,
  author       = "W. Xie, A. Zisserman ",
  title        = "Multicolumn Networks for Face Recognition",
  booktitle    = "British Machine Vision Conference (BMVC), 2018.",
  year         = "2018",
}

About


Languages

Language:Python 100.0%