Text-to-Image (T2I) generation is enabling new applications that support creators, designers,
and general end users of productivity software by generating illustrative content with high …

Recent years have witnessed the resurgence of knowledge engineering which is featured
by the fast growth of knowledge graphs. However, most of existing knowledge graphs are …

Digital photographs and visual data have become increasingly available, especially on the
Web considered as the largest image database to date. However, the value of multimedia …

Today's multimedia search engines are expected to respond to queries reflecting a wide
variety of information needs from users with different goals. The topical dimension (“what” …

Due to the popularity of social media websites, extensive research efforts have been
dedicated to tag-based social image search. Both visual information and tags have been …

Ranking in information retrieval has been traditionally approached as a pursuit of relevant
information, under the assumption that the users' information needs are unambiguously …

The technology disclosed introduces a concept of training a neural network to create an
embedding space. The neural network is trained by providing a set of K+ 2 training …

In this paper we describe a general framework for evaluation and optimization of methods
for diversifying query results. In these methods, an initial ranking candidate set produced by …

Modern content sharing environments such as Flickr or YouTube contain a large amount of
private resources such as photos showing weddings, family holidays, and private parties …

Recent years have witnessed the great success of social media websites. Tag-based image
search is an important approach to accessing the image content on these websites …