Research Areas: Tensor Decompositions, Neural Networks, Numerical Linear Algebra, Generalized Inverses of Tensors, Wavelets in Scientific Computing, High-Performance Computing.
Research Areas: Visual analytics, Data association over graphs, Data fusion and consistency, Applications of computer vision and machine learning in bio-medical image analysis, video surveillance.
Research Areas: Human Sensing and Perception, Computer Vision and Machine Learning
Research Areas: Natural Language Processing (NLP), Deep Learning, Interpretability and Analysis of Models, Inclusive Evaluation, Societal and Ethical Considerations of AI
Research Areas: Video Analytics, Multimedia, Image/Video Processing, Compression, Compressed Domain Processing, Computer Vision and Machine Learning
Research Areas: Abstractions, algorithms and applications for distributed data and computing systems. Cloud computing, AI on the Edge, Big Data platforms, Internet of Things (IoT), Temporal graph processing, UAVs
Research Areas: Medical Image Analysis, Neuroimaging, Machine Learning, Deep Learning, Domain adaptation, Computer Vision