#### [1711.02231] Visually-Aware Fashion Recommendation and Design with Generative Image Models

Building effective recommender systems for domains like fashion is challenging due to the high level of subjectivity and the semantic complexity of the features involved (i.e., fashion styles). Recent work has shown that approaches to visual' recommendation (e.g.~clothing, art, etc.) can be made more accurate by incorporating visual signals directly into the recommendation objective, using off-the-shelf' feature representations derived from deep networks. Here, we seek to extend this contribution by showing that recommendation performance can be significantly improved by learning `fashion aware' image representations directly, i.e., by training the image representation (from the pixel level) and the recommender system jointly; this contribution is related to recent work using Siamese CNNs, though we are able to show improvements over state-of-the-art recommendation techniques such as BPR and variants that make use of pre-trained visual features. Furthermore, we show that our model ca...

Date: 2019/06/12 00:48

#### Related Entries

Retty recommendation project
[1809.08336] Adversarial Recommendation: Attack of the Learned Fake Users
【論文メモ】Embedding-based News Recommendation for Millions of Users - u++の備忘録
[DL Hacks]Adversarial Personalized Ranking for Recommendation
[1808.01199] Generation Meets Recommendation: Proposing Novel Items for Groups of Users