167 citations · 1k across the 81 of their papers we have counts for
4 papers · 2 filters
Cooperative Training of Descriptor and Generator Networks
Jianwen Xie, Yang Lu, Ruiqi Gao +2
This paper studies the cooperative training of two generative models for image modeling and synthesis. Both models are parametrized by convolutional neural networks (ConvNets). The…
Alternating Back-Propagation for Generator Network
Tian Han, Yang Lu, Song-Chun Zhu +1
This paper proposes an alternating back-propagation algorithm for learning the generator network model. The model is a non-linear generalization of factor analysis. In this model,…
Synthesizing Dynamic Patterns by Spatial-Temporal Generative ConvNet
Jianwen Xie, Song-Chun Zhu, Ying Nian Wu
Video sequences contain rich dynamic patterns, such as dynamic texture patterns that exhibit stationarity in the temporal domain, and action patterns that are non-stationary in eit…
A Theory of Generative ConvNet
Jianwen Xie, Yang Lu, Song-Chun Zhu +1
We show that a generative random field model, which we call generative ConvNet, can be derived from the commonly used discriminative ConvNet, by assuming a ConvNet for multi-catego…