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ProxyFeatures.md

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Proxy features

This experiment shows how ITI-GEN uses gender as a proxy attribute when learning other attributes, such as "Bald", "Mustache" or "Beard".

Train ITI-GEN inclusive tokens

You have to run jobfiles/proxy_features/iti_gen/generation/${attribute}.sh. To run all of them

find jobfiles/proxy_features/iti_gen/train/ -name "*.sh" | xargs -n1 bash

Generation

You have to run jobfiles/proxy_features/${method}/generation/${attribute}.sh. To run all of them

find jobfiles/proxy_features/*/generation -name *.sh | xargs -n1 bash

Evaluation

Compute KL-divergences

Using the default parameters, 104 images are generated per category. You need to run jobfiles/proxy_features/${method}/evaluation/${attribute_list}.sh, for example jobfiles/proxy_features/hps_negative/evaluation/Male_Bald.sh. To run all of them, do the following

find jobfiles/proxy_features -name "*.sh" | grep evaluation | xargs -n1 bash