A Theory of Generative ConvNet

Jianwen Xie, Yang Lu, Song-Chun Zhu, Ying Nian Wu

Abstract: 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-category classification...