Dynamic Chest Image Analysis, United Snakes, and Computer Aided Detection Jianming Liang, PhD, Invited Guest Lecturer
Date: April 28, 2008
Time: 11:00 a.m. - 1:00 p.m.
Location: ABC 230, telecast to BYENG 210
Abstract Modern biomedical imaging systems generate enormous datasets with ever higher coverage and resolution. However, it is not the images themselves, but rather the clinically relevant information in them that is paramount. In response to this “data explosion” grand challenge, the objective of my research is to develop and validate novel computational methodologies for automatically gleaning clinically relevant information from medical images in order to improve the efficiency and accuracy of image interpretation. In particular, I shall review a model-based analysis method for revealing focal and general abnormalities of lung ventilation and perfusion based on a sequence of digital chest fluoroscopy frames collected with the Dynamic Pulmonary Imaging (DPI) technique. Next, I will present “United Snakes”, an interactive deformable model framework for lung registration and motion analysis, cardiac shape and motion analysis, and other applications. Finally, I will introduce a fast yet effective approach for the automated detection of pulmonary embolism from CT pulmonary angiography (CTPA), and a virtual colonoscopy technique that simplifies the complex 3D polyp detection problem into a 2D disk identification problem, significantly improving sensitivity while reducing computation time. Biography: Dr. Jianming Liang is a Staff Scientist at Siemens Medical Solutions USA, Inc., where he has been engaged in research and development activities in the domain of computer aided diagnosis in medical imaging since December 2002. He holds a PhD degree (2001) in Computer Science and carried out his thesis work at the Turku Centre for Computer Science in Finland and in the Visual Modeling Group at the University of Toronto in Canada. From 2001–02, he was a Natural Sciences and Engineering Research Council (NSERC) of Canada Industrial Research Fellow. His research on Dynamic Chest Image Analysis received a University Faculty Research Award from the University of Turku. His other prizes include a Siemens Recognition Award and a Best Paper Award at the 2007 International Congress of Computer Assisted Radiology and Surgery in Berlin.
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