Research Areas (with selected publications)

Machine Learning and Pattern Recognition

o Unsupervised and Semi-Supervised Deep Learning [pdf] [pdf] [pdf]

o Multimodal Representation Learning  [pdf] [pdf]

o Generative Adversarial Network Theory and Applications [pdf] [pdf]

o Model Security and Privacy in Deep Learning [pdf] [pdf]

o Network Architecture Search and Model Compression [pdf] [pdf]

Computer Vision and AIGC

o 2D/3D Scene Reconstruction, Mapping and Localization [pdf] [pdf]

o Video Analysis and Understanding [pdf] [pdf]

o Face/Gesture Recognition and 2D/3D Human Pose Estimation [pdf] [pdf]

o AI-enabled digital avatar modeling and animation [link] 

Internet-of-Things (IOTs) Information Processing and Analytics 

o Discovery of trustworthy sources/sensors [pdf] [pdf]

o Multi-source information fusion [pdf] [pdf]

o Heterogeneous sensor data analysis [pdf] [pdf]

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Last updated 12/17/14