Distinguished Lecture Series (2008-09)

 

Title: Stochastic, Hybrid Deformable Modeling Methods for Segmentation, Tracking, Classification and Simulation

 

 

Dimitris Metaxas, Ph.D

Professor

Department of Biomedical Engineering

Rutgers University

 

March 27 at 3:00pm
106 Woodward

 

Abstract:


Recent advances in deformable models have lead to new classes of methods that borrow the best features form level sets as well as traditional parametric deformable models. In this talk I will first present a new class of such models termed Metamorphs whose formulation integrates shape, intensity and texture by borrowing ideas from level sets and traditional parametric deformable models. Further extensions to these models include the inclusion of shape and texture priors. These new models can be used in medical segmentation and registration where organ boundaries are fuzzy and with no assumptions on the noise distribution. Applications include cancer and cardiac detection and anaysis. In the second part of the talk, I will discuss some recent advances in sparse matrix methods capable of segmenting and tracking complex phenomena such as waterfalls. Finally, I will conclude with a novel method for fluid modeling which allows the simulation of coupled fluid-deformable object interactions at very fine scales.


Bio:


Dr. Dimitris Metaxas is a Professor II (Distinguished) in the Division of Computer and Information Sciences and Professor II in the Department of Biomedical Engineering at Rutgers University. He is currently directing the Center for Computational Biomedicine, Imaging and Modeling (CBIM). Dr. Metaxas has been conducting research towards the development of formal methods upon which both computer vision, computer graphics and medical imaging can advance synergistically. In computer vision, he works on the simultaneous segmentation and fitting of complex objects, shape representation, deterministic and statistical object tracking, learning and ASL, and human activity recognition. Dr. Metaxas has published over 300 research articles in these areas and has graduated 26 PhD students. His research has been funded by NSF, NIH, ONR, AFOSR and the ARO. He is on the Editorial Board of Medical Imaging, as Associate Editor of GMOD, and CAD. Dr. Metaxas received several best paper awards for his work on in the above areas. He was awarded a Fulbright Fellowship in 1986, is a recipient of an NSF Research Initiation and Career awards, an ONR YIP, and is a Fellow of the American Institute of Medical and Biological Engineers. He was also the Program Chair of ICCV 2007 and the General Chair of MICCAI 2008.

 

Back

 

Copyright © 2003 - 2008 College of Computing and Informatics