CVLGIVMLAug 23, 2019

Generating High-Resolution Fashion Model Images Wearing Custom Outfits

arXiv:1908.08847v145 citations
AI Analysis

This addresses the need for better outfit visualization in e-commerce, but it appears incremental as it builds on existing image generation methods for fashion.

The paper tackles the problem of limited outfit visualizations in fashion shopping by generating high-resolution images of fashion models wearing custom outfits under specified body poses, achieving realistic images of human bodies and garments.

Visualizing an outfit is an essential part of shopping for clothes. Due to the combinatorial aspect of combining fashion articles, the available images are limited to a pre-determined set of outfits. In this paper, we broaden these visualizations by generating high-resolution images of fashion models wearing a custom outfit under an input body pose. We show that our approach can not only transfer the style and the pose of one generated outfit to another, but also create realistic images of human bodies and garments.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes