Research Interests
Motivation
Imaging technology is becoming increasingly significant in many scientific applications such as astronomy, medical imaging, military, video surveillance, iris scanning and microscopy (just to name a few!). My primary research interest is the development of numerical methods and software for problems arising in biomedical imaging applications.
Every day doctors use imaging devices to diagnose diseases and prescribe appropriate treatments, but the collected raw data must be processed before it can be clinically useful. A major goal in image reconstruction is to develop efficient and robust numerical algorithms to compute clearer, more detailed images.
For example, images are often degraded by blur. Image de-blurring is one example in which sophisticated computational techniques can be used to remove blur and noise from degraded images. However, a variety of computational difficulties may arise during the process, interfering with the accuracy of our restorations. We work on developing efficient approximation techniques that address these issues, and we hope that these algorithms can benefit many scientific applications.
Software
HyBR: An efficient implementation of a Lanczos based hybrid method for solving ill-posed inverse problems.
Primary Research
• Scientific Computing and Numerical Analysis
• High Performance Computational Science
• Image Reconstruction
• Super-Resolution Imaging
• Biomedical Imaging
• Digital Tomosynthesis
Click here to watch a talk I gave at the 2009 DOE CSGF Conference.
** This talk is suitable for a general science audience. **
Some Links
Michele Benzi at Emory University
Veronica Bustamante at Emory University
Matthias Chung at Texas State University
Eric de Sturler at Virginia Tech
Malena Espanol at Cal Tech
Eldad Haber at University of British Columbia, Canada
Misha Kilmer at Tufts University
Sarah Knepper at Emory University
Jim Nagy at Emory University
Esmond Ng at Lawrence Berkeley National Lab
Dianne O'Leary at University of Maryland, College Park
Lothar Reichel at Kent State University
Ioannis Sechopoulos at Emory University
Piotr Wendykier at Wolfram Research
Chao Yang at Lawrence Berkeley National Lab
Some friends and colleagues: