• DOI:10.1145/2647868.2654910
Corpus ID: 19013204

Weakly-Supervised Image Parsing via Constructing Semantic Graphs and Hypergraphs

@article{Xie2014WeaklySupervisedIP,
  title={Weakly-Supervised Image Parsing via Constructing Semantic Graphs and Hypergraphs},
  author={Wenxuan Xie and Y. Peng and J. Xiao},
  journal={Proceedings of the 22nd ACM international conference on Multimedia},
  year={2014}
}

Wenxuan Xie, Y. Peng, J. Xiao

Published 2014

Computer Science

Proceedings of the 22nd ACM international conference on Multimedia

In this paper, we address the problem of weakly-supervised image parsing, whose aim is to automatically determine the class labels of image regions given image-level labels only. [...] Key Method We develop two novel graphs by leveraging the weak supervision information carefully: 1) Semantic graph, which is established upon a conventional graph by utilizing the proposed weakly-supervised criteria; 2) Semantic hypergraph, which explores both intra-image and inter-image high-order semantic relevance…Expand Abstract

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