2 papers
cs.CV2019
Inducing Hierarchical Compositional Model by Sparsifying Generator Network
Xianglei Xing, Tianfu Wu, Song-Chun Zhu +1
This paper proposes to learn hierarchical compositional AND-OR model for interpretable image synthesis by sparsifying the generator network. The proposed method adopts the scene-ob…
cs.LG2019
Inducing Sparse Coding and And-Or Grammar from Generator Network
Xianglei Xing, Song-Chun Zhu, Ying Nian Wu
We introduce an explainable generative model by applying sparse operation on the feature maps of the generator network. Meaningful hierarchical representations are obtained using t…