From Face Recognition to Heterogeneous Face Recognition

This section contains instructions on how to reproduce the experiments from Chapter 3 From Face Recognition to Heterogeneous Face Recognition.

CUHK-CUFS Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.4 and Table 3.3.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph cuhk-cufs -vv
$ bob bio htface htface_baseline lgbphs cuhk-cufs -vv
$ bob bio htface htface_baseline htface_classic_lbp cuhk-cufs -vv
$ bob bio htface htface_baseline htface_lightcnn cuhk-cufs -vv
$ bob bio htface htface_baseline htface_vgg16 cuhk-cufs -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray cuhk-cufs -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb cuhk-cufs -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray cuhk-cufs -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb cuhk-cufs -vv
$ bob bio htface htface_baseline htface_mlbphs cuhk-cufs -vv
$ bob bio htface htface_baseline htface_multiscale_features cuhk-cufs -vv
$ bob bio htface htface_baseline htface_classic_lbp cuhk-cufs -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/cuhk-cufs/gabor_graph/ \
  <experiment_path>/cuhk-cufs/lgbphs/ \
  <experiment_path>/cuhk-cufs/htface_classic_lbp/ \
  <experiment_path>/cuhk-cufs/htface_mlbphs/ \
  <experiment_path>/cuhk-cufs/htface_multiscale_features/ \
  <experiment_path>/cuhk-cufs/htface_gfkgabor/ \
  <experiment_path>/cuhk-cufs/htface_lightcnn/ \
  <experiment_path>/cuhk-cufs/htface_vgg16/ \
  <experiment_path>/cuhk-cufs/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/cuhk-cufs/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/cuhk-cufs/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/cuhk-cufs/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "cufs.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

If everything goes alright the following plot should be dumped

_images/cufs.png

CUHK-CUFSF Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.4 and Table 3.3.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph cuhk-cufsf -vv
$ bob bio htface htface_baseline lgbphs cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_classic_lbp cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_lightcnn cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_vgg16 cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_mlbphs cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_multiscale_features cuhk-cufsf -vv
$ bob bio htface htface_baseline htface_classic_lbp cuhk-cufsf -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/cuhk-cufsf/gabor_graph/ \
  <experiment_path>/cuhk-cufsf/lgbphs/ \
  <experiment_path>/cuhk-cufsf/htface_classic_lbp/ \
  <experiment_path>/cuhk-cufsf/htface_mlbphs/ \
  <experiment_path>/cuhk-cufsf/htface_multiscale_features/ \
  <experiment_path>/cuhk-cufsf/htface_gfkgabor/ \
  <experiment_path>/cuhk-cufsf/htface_lightcnn/ \
  <experiment_path>/cuhk-cufsf/htface_vgg16/ \
  <experiment_path>/cuhk-cufsf/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/cuhk-cufsf/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/cuhk-cufsf/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/cuhk-cufsf/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "cufsf.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

If everything goes alright the following plot should be dumped

_images/cufsf.png

CASIA Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.7 (a) and Table 3.4.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph casia-nir-vis-2 -vv
$ bob bio htface htface_baseline lgbphs casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_classic_lbp casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_lightcnn casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_vgg16 casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_mlbphs casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_multiscale_features casia-nir-vis-2 -vv
$ bob bio htface htface_baseline htface_classic_lbp casia-nir-vis-2 -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/casia-nir-vis-2/gabor_graph/ \
  <experiment_path>/casia-nir-vis-2/lgbphs/ \
  <experiment_path>/casia-nir-vis-2/htface_classic_lbp/ \
  <experiment_path>/casia-nir-vis-2/htface_mlbphs/ \
  <experiment_path>/casia-nir-vis-2/htface_multiscale_features/ \
  <experiment_path>/casia-nir-vis-2/htface_gfkgabor/ \
  <experiment_path>/casia-nir-vis-2/htface_lightcnn/ \
  <experiment_path>/casia-nir-vis-2/htface_vgg16/ \
  <experiment_path>/casia-nir-vis-2/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/casia-nir-vis-2/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/casia-nir-vis-2/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/casia-nir-vis-2/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "casia-nir-vis-2.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

If everything goes alright the following plot should be dumped

_images/casia.png

NIVL Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.7 (b) and Table 3.4.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph nivl -vv
$ bob bio htface htface_baseline lgbphs nivl -vv
$ bob bio htface htface_baseline htface_classic_lbp nivl -vv
$ bob bio htface htface_baseline htface_lightcnn nivl -vv
$ bob bio htface htface_baseline htface_vgg16 nivl -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray nivl -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb nivl -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray nivl -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb nivl -vv
$ bob bio htface htface_baseline htface_mlbphs nivl -vv
$ bob bio htface htface_baseline htface_multiscale_features nivl -vv
$ bob bio htface htface_baseline htface_classic_lbp nivl -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/nivl/gabor_graph/ \
  <experiment_path>/nivl/lgbphs/ \
  <experiment_path>/nivl/htface_classic_lbp/ \
  <experiment_path>/nivl/htface_mlbphs/ \
  <experiment_path>/nivl/htface_multiscale_features/ \
  <experiment_path>/nivl/htface_gfkgabor/ \
  <experiment_path>/nivl/htface_lightcnn/ \
  <experiment_path>/nivl/htface_vgg16/ \
  <experiment_path>/nivl/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/nivl/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/nivl/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/nivl/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "casia-nir-vis-2.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

If everything goes alright the following plot should be dumped

_images/nivl.png

LDHF Experiments

The sequence of experiments in this subsection generates the necessary data to generate Table 3.5.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph ldhf -vv
$ bob bio htface htface_baseline lgbphs ldhf -vv
$ bob bio htface htface_baseline htface_classic_lbp ldhf -vv
$ bob bio htface htface_baseline htface_lightcnn ldhf -vv
$ bob bio htface htface_baseline htface_vgg16 ldhf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray ldhf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb ldhf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray ldhf -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb ldhf -vv
$ bob bio htface htface_baseline htface_mlbphs ldhf -vv
$ bob bio htface htface_baseline htface_multiscale_features ldhf -vv
$ bob bio htface htface_baseline htface_classic_lbp ldhf -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/ldhf/gabor_graph/ \
  <experiment_path>/ldhf/lgbphs/ \
  <experiment_path>/ldhf/htface_classic_lbp/ \
  <experiment_path>/ldhf/htface_mlbphs/ \
  <experiment_path>/ldhf/htface_multiscale_features/ \
  <experiment_path>/ldhf/htface_gfkgabor/ \
  <experiment_path>/ldhf/htface_lightcnn/ \
  <experiment_path>/ldhf/htface_vgg16/ \
  <experiment_path>/ldhf/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/ldhf/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/ldhf/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/ldhf/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "casia-nir-vis-2.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

FARGO Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.9 and Table 3.6.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph fargo -vv
$ bob bio htface htface_baseline lgbphs fargo -vv
$ bob bio htface htface_baseline htface_classic_lbp fargo -vv
$ bob bio htface htface_baseline htface_lightcnn fargo -vv
$ bob bio htface htface_baseline htface_vgg16 fargo -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray fargo -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb fargo -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray fargo -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb fargo -vv
$ bob bio htface htface_baseline htface_mlbphs fargo -vv
$ bob bio htface htface_baseline htface_multiscale_features fargo -vv
$ bob bio htface htface_baseline htface_classic_lbp fargo -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio evaluate -la 0.01 \
  -e -v <experiment_path>/fargo/{gabor_graph,lgbphs,htface_classic_lbp,htface_mlbphs,htface_multiscale_features,htface_gfkgabor,htface_lightcnn,htface_vgg16,\
  htface_idiap_msceleb_inception_v1_centerloss_gray,\
  htface_idiap_msceleb_inception_v1_centerloss_rgb,\
  htface_idiap_msceleb_inception_v2_centerloss_gray,\
  htface_idiap_msceleb_inception_v2_centerloss_rgb}/mc-rgb2nir/mc-rgb2nir/nonorm/scores-{dev,eval} \
  --legends "Gabor Graph,LGBPHS,Classic LBP,MultiScale LBP,MultiScale features,GFK,Light CNN,VGG 16,Incep. Res. v1 gray,Incep. Res. v1 RGB,Incep. Res. v2 gray,Incep. Res. v2 RGB" \
  -l fargo_mc.txt -o fargo_mc.pdf
$ bob bio metrics -la 0.01 \
   -e -v <experiment_path>/fargo/{gabor_graph,lgbphs,htface_classic_lbp,htface_mlbphs,htface_multiscale_features,htface_gfkgabor,htface_lightcnn,htface_vgg16,\
   htface_idiap_msceleb_inception_v1_centerloss_gray,\
   htface_idiap_msceleb_inception_v1_centerloss_rgb,\
   htface_idiap_msceleb_inception_v2_centerloss_gray,\
   htface_idiap_msceleb_inception_v2_centerloss_rgb}/mc-rgb2nir/mc-rgb2nir/nonorm/scores-{dev,eval} \
   --legends "Gabor Graph,LGBPHS,Classic LBP,MultiScale LBP,MultiScale features,GFK,Light CNN,VGG 16,Incep. Res. v1 gray,Incep. Res. v1 RGB,Incep. Res. v2 gray,Incep. Res. v2 RGB" \
   -l fargo_mc.txt -o fargo_mc.pdf

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio evaluate --help
$ bob bio metrics --help

Pola Thermal Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.10(a) and Table 3.7.

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph pola_thermal -vv
$ bob bio htface htface_baseline lgbphs pola_thermal -vv
$ bob bio htface htface_baseline htface_classic_lbp pola_thermal -vv
$ bob bio htface htface_baseline htface_lightcnn pola_thermal -vv
$ bob bio htface htface_baseline htface_vgg16 pola_thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray pola_thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb pola_thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray pola_thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb pola_thermal -vv
$ bob bio htface htface_baseline htface_mlbphs pola_thermal -vv
$ bob bio htface htface_baseline htface_multiscale_features pola_thermal -vv
$ bob bio htface htface_baseline htface_classic_lbp pola_thermal -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/pola_thermal/gabor_graph/ \
  <experiment_path>/pola_thermal/lgbphs/ \
  <experiment_path>/pola_thermal/htface_classic_lbp/ \
  <experiment_path>/pola_thermal/htface_mlbphs/ \
  <experiment_path>/pola_thermal/htface_multiscale_features/ \
  <experiment_path>/pola_thermal/htface_gfkgabor/ \
  <experiment_path>/pola_thermal/htface_lightcnn/ \
  <experiment_path>/pola_thermal/htface_vgg16/ \
  <experiment_path>/pola_thermal/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/pola_thermal/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/pola_thermal/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/pola_thermal/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "pola_thermal.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

If everything goes alright the following plot should be dumped

_images/pola_thermal.png

Thermal Experiments

The sequence of experiments in this subsection generates the necessary data to generate Figure 3.10(b) and Table 3.7

First, the experiments should be generated:

$ bob bio htface htface_baseline gabor_graph thermal -vv
$ bob bio htface htface_baseline lgbphs thermal -vv
$ bob bio htface htface_baseline htface_classic_lbp thermal -vv
$ bob bio htface htface_baseline htface_lightcnn thermal -vv
$ bob bio htface htface_baseline htface_vgg16 thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_gray thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v1_centerloss_rgb thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_gray thermal -vv
$ bob bio htface htface_baseline htface_idiap_msceleb_inception_v2_centerloss_rgb thermal -vv
$ bob bio htface htface_baseline htface_mlbphs thermal -vv
$ bob bio htface htface_baseline htface_multiscale_features thermal -vv
$ bob bio htface htface_baseline htface_classic_lbp thermal -vv

Note

If you are at IDIAP, it is possible to trigger these experiements by setting –grid grid option. For more info check:

$ bob bio htface htface_baseline --help

Once the experiments are executed, the plots and metrics can be generated with the following command:

$ bob bio htface evaluate_and_squash \
 \
  <experiment_path>/thermal/gabor_graph/ \
  <experiment_path>/thermal/lgbphs/ \
  <experiment_path>/thermal/htface_classic_lbp/ \
  <experiment_path>/thermal/htface_mlbphs/ \
  <experiment_path>/thermal/htface_multiscale_features/ \
  <experiment_path>/thermal/htface_gfkgabor/ \
  <experiment_path>/thermal/htface_lightcnn/ \
  <experiment_path>/thermal/htface_vgg16/ \
  <experiment_path>/thermal/htface_idiap_msceleb_inception_v1_centerloss_gray/ \
  <experiment_path>/thermal/htface_idiap_msceleb_inception_v1_centerloss_rgb/ \
  <experiment_path>/thermal/htface_idiap_msceleb_inception_v2_centerloss_gray/ \
  <experiment_path>/thermal/htface_idiap_msceleb_inception_v2_centerloss_rgb/ \
  \
  --legends "Gabor Graph" --legends "LGBPHS" --legends "Classic LBP" \
  --legends "MultiScale LBP" --legends "MultiScale features" --legends "GFK" \
  --legends "Light CNN" --legends "VGG 16" \
  --legends "Incep.Resnet v1 gray" --legends "Incep.Resnet v1 RGB" \
  --legends "Incep.Resnet v2 gray" --legends "Incep.Resnet v2 RGB" \
  --report-name "thermal.pdf" \
  --x-min 20 \

Note

It’s not necessary to run everything at once. Generate partial plots is a possibility. For more info check:

$ bob bio htface evaluate_and_squash --help

If everything goes alright the following plot should be dumped

_images/thermal.png

Relevant publications for this Section

  • [pdf1] T. d. F. Pereira, A. Anjos and S. Marcel, “Heterogeneous Face Recognition Using Domain Specific Units,” in IEEE Transactions on Information Forensics and Security. doi: 10.1109/TIFS.2018.2885284
  • [pdf2] SEQUEIRA, ANA, et al. “Cross-Eyed 2017: Cross-Spectral Iris/Periocular Recognition Competition.” IEEE/IAPR International Joint Conference on Biometrics. No. EPFL-CONF-233586. IEEE, 2017.