  In this paper, we introduce attribute-aware fashion-editing, a novel task, to
the fashion domain. We re-define the overall objectives in AttGAN and propose
the Fashion-AttGAN model for this new task. A dataset is constructed for this
task with 14,221 and 22 attributes, which has been made publically available.
Experimental results show the effectiveness of our Fashion-AttGAN on fashion
editing over the original AttGAN.
