18 citations · 48 across the 17 of their papers we have counts for
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stat.ML2018
A Tale of Three Probabilistic Families: Discriminative, Descriptive and Generative Models
Ying Nian Wu, Ruiqi Gao, Tian Han +1
The pattern theory of Grenander is a mathematical framework where patterns are represented by probability models on random variables of algebraic structures. In this paper, we revi…
cs.LG2018
Deformable Generator Networks: Unsupervised Disentanglement of Appearance and Geometry
Xianglei Xing, Ruiqi Gao, Tian Han +2
We present a deformable generator model to disentangle the appearance and geometric information for both image and video data in a purely unsupervised manner. The appearance genera…
cs.CV2018
Replicating Active Appearance Model by Generator Network
Tian Han, Jiawen Wu, Ying Nian Wu
A recent Cell paper [Chang and Tsao, 2017] reports an interesting discovery. For the face stimuli generated by a pre-trained active appearance model (AAM), the responses of neurons…