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20152024
most citedFew-Shot Learning via Embedding Adaptation with Set-to-Set Functions

81 citations · 642 across the 37 of their papers we have counts for

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Showing 2020Show all

6 papers · 1 filter

cs.CV2020★ 20 cited

A Hierarchical Multi-Modal Encoder for Moment Localization in Video Corpus

Bowen Zhang, Hexiang Hu, Joonseok Lee +5

Identifying a short segment in a long video that semantically matches a text query is a challenging task that has important application potentials in language-based video search, b…

cs.CV2020★ 23 cited

Learning the Best Pooling Strategy for Visual Semantic Embedding

Jiacheng Chen, Hexiang Hu, Hao Wu +2

Visual Semantic Embedding (VSE) is a dominant approach for vision-language retrieval, which aims at learning a deep embedding space such that visual data are embedded close to thei…

cs.CV2020★ 3 cited

Learning to Represent Image and Text with Denotation Graph

Bowen Zhang, Hexiang Hu, Vihan Jain +2

Learning to fuse vision and language information and representing them is an important research problem with many applications. Recent progresses have leveraged the ideas of pre-tr…

cs.LG2020★ 3 cited

Drinking from a Firehose: Continual Learning with Web-scale Natural Language

Hexiang Hu, Ozan Sener, Fei Sha +1

Continual learning systems will interact with humans, with each other, and with the physical world through time -- and continue to learn and adapt as they do. An important open pro…

cs.AI2020★ 8 cited

BabyWalk: Going Farther in Vision-and-Language Navigation by Taking Baby Steps

Wang Zhu, Hexiang Hu, Jiacheng Chen +4

Learning to follow instructions is of fundamental importance to autonomous agents for vision-and-language navigation (VLN). In this paper, we study how an agent can navigate long p…

cs.CV2020★ 5 cited

Visual Storytelling via Predicting Anchor Word Embeddings in the Stories

Bowen Zhang, Hexiang Hu, Fei Sha

We propose a learning model for the task of visual storytelling. The main idea is to predict anchor word embeddings from the images and use the embeddings and the image features jo…