Training and Evaluating Multimodal Word Embeddings with Large-scale Web Annotated Images

no code implementations • NeurIPS 2016 • Junhua Mao, Jiajing Xu, Yushi Jing, Alan Yuille

In this paper, we focus on training and evaluating effective word embeddings with both text and visual information.

Image Retrieval Word Embeddings

Visual Search at Pinterest

no code implementations • 28 May 2015 • Yushi Jing, David Liu, Dmitry Kislyuk, Andrew Zhai, Jiajing Xu, Jeff Donahue, Sarah Tavel

We demonstrate that, with the availability of distributed computation platforms such as Amazon Web Services and open-source tools, it is possible for a small engineering team to build, launch and maintain a cost-effective, large-scale visual search system with widely available tools.