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",
}