466 citations · 2.6k across the 60 of their papers we have counts for
8 papers · 1 filter
Zero-Shot Visual Recognition using Semantics-Preserving Adversarial Embedding Networks
Long Chen, Hanwang Zhang, Jun Xiao +2
We propose a novel framework called Semantics-Preserving Adversarial Embedding Network (SP-AEN) for zero-shot visual recognition (ZSL), where test images and their classes are both…
Grounding Referring Expressions in Images by Variational Context
Hanwang Zhang, Yulei Niu, Shih-Fu Chang
We focus on grounding (i.e., localizing or linking) referring expressions in images, e.g., "largest elephant standing behind baby elephant". This is a general yet challenging visio…
Neural Collaborative Filtering
Xiangnan He, Lizi Liao, Hanwang Zhang +3
In recent years, deep neural networks have yielded immense success on speech recognition, computer vision and natural language processing. However, the exploration of deep neural n…
Fast Matrix Factorization for Online Recommendation with Implicit Feedback
Xiangnan He, Hanwang Zhang, Min-Yen Kan +1
This paper contributes improvements on both the effectiveness and efficiency of Matrix Factorization (MF) methods for implicit feedback. We highlight two critical issues of existin…
Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks
Jun Xiao, Hao Ye, Xiangnan He +3
Factorization Machines (FMs) are a supervised learning approach that enhances the linear regression model by incorporating the second-order feature interactions. Despite effectiven…
PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN
Hanwang Zhang, Zawlin Kyaw, Jinyang Yu +1
We aim to tackle a novel vision task called Weakly Supervised Visual Relation Detection (WSVRD) to detect "subject-predicate-object" relations in an image with object relation grou…
Attributed Social Network Embedding
Lizi Liao, Xiangnan He, Hanwang Zhang +1
Embedding network data into a low-dimensional vector space has shown promising performance for many real-world applications, such as node classification and entity retrieval. Howev…
Visual Translation Embedding Network for Visual Relation Detection
Hanwang Zhang, Zawlin Kyaw, Shih-Fu Chang +1
Visual relations, such as "person ride bike" and "bike next to car", offer a comprehensive scene understanding of an image, and have already shown their great utility in connecting…