Probabilistic / Deep Generative Models and Inference

Apply probabilistic modeling, deep generative modeling and inference to solve inverse problem.

Probabilistic Modeling and Analysis of Video Dynamics

Can we isolate inherent dynamical system of a video?

Regularization, Semi supervised Learning and Data augmentation

Apply smoothness based regularization to help semi supervised learning.