228 citations · 314 across the 11 of their papers we have counts for
5 papers · 1 filter
Neighbourhood Watch: Referring Expression Comprehension via Language-guided Graph Attention Networks
Peng Wang, Qi Wu, Jiewei Cao +3
The task in referring expression comprehension is to localise the object instance in an image described by a referring expression phrased in natural language. As a language-to-visi…
Visual Question Answering as Reading Comprehension
Hui Li, Peng Wang, Chunhua Shen +1
Visual question answering (VQA) demands simultaneous comprehension of both the image visual content and natural language questions. In some cases, the reasoning needs the help of c…
Towards Effective Deep Embedding for Zero-Shot Learning
Lei Zhang, Peng Wang, Lingqiao Liu +4
Zero-shot learning (ZSL) can be formulated as a cross-domain matching problem: after being projected into a joint embedding space, a visual sample will match against all candidate…
Adaptive Importance Learning for Improving Lightweight Image Super-resolution Network
Lei Zhang, Peng Wang, Chunhua Shen +4
Deep neural networks have achieved remarkable success in single image super-resolution (SISR). The computing and memory requirements of these methods have hindered their applicatio…
Piecewise classifier mappings: Learning fine-grained learners for novel categories with few examples
Xiu-Shen Wei, Peng Wang, Lingqiao Liu +2
Humans are capable of learning a new fine-grained concept with very little supervision, \emph{e.g.}, few exemplary images for a species of bird, yet our best deep learning systems…