Search Results for author: Xiaolu Hui

Found 3 papers, 2 papers with code

Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition

no code implementations • 20 Sep 2020 • Tianshui Chen, Liang Lin, Riquan Chen, Xiaolu Hui, Hefeng Wu

The framework exploits prior knowledge to guide adaptive information propagation among different categories to facilitate multi-label analysis and reduce the dependency of training samples.

Few-Shot Learning Multi-label Image Recognition with Partial Labels

Paper
Add Code

Knowledge Graph Transfer Network for Few-Shot Recognition

1 code implementation • 21 Nov 2019 • Riquan Chen, Tianshui Chen, Xiaolu Hui, Hefeng Wu, Guanbin Li, Liang Lin

In this work, we represent the semantic correlations in the form of structured knowledge graph and integrate this graph into deep neural networks to promote few-shot learning by a novel Knowledge Graph Transfer Network (KGTN).

Ranked #1 on Few-Shot Image Classification on ImageNet-FS (10-shot, all)

Few-Shot Image Classification Few-Shot Learning +2

Paper
Code

Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition

2 code implementations • ICCV 2019 • Tianshui Chen, Muxin Xu, Xiaolu Hui, Hefeng Wu, Liang Lin

Recognizing multiple labels of images is a practical and challenging task, and significant progress has been made by searching semantic-aware regions and modeling label dependency.

Ranked #8 on Multi-Label Classification on PASCAL VOC 2007

Graph Representation Learning Multi-Label Classification +1

158

Paper
Code

Cannot find the paper you are looking for? You can Submit a new open access paper.