Computer and Mathematical Sciences
Computer Structures A08
KeywordsImage/Signal Processing, Data Science, Deep Machine Learning, Computer Vision, Biometrics, Medical Image Processing
Computer vision and data science to innovate real-world problem solving
We study the fusion of image/signal processing and deep machine learning to develop new technologies and to expand relevant scientific knowledge. We mainly work on the following four research projects.
- Biometrics is a technology for identifying individuals using their biological and behavioral characteristics.
We investigate the high-performance biometric recognition algorithms for biometric traits (e.g., face, fingerprints, iris, and palmprints), and the design of secure authentication systems.
- Medical image processing is an essential technology for computer-aided diagnosis. We investigate accurate image processing and analysis techniques to support medical diagnosis from medical images acquired by MRI, ultrasound, OCT, etc.
- 3D computer vision is a technique for reconstructing the 3D shape of an object from multiple images. We investigate high-accuracy and high-quality 3D restoration methods using an image matching technique based on a fusion of image/signal processing and deep machine learning.
- Through industry-academia and interdisciplinary collaborations, we discover new paradigms and applications for
one- and multi-dimensional signal and data analysis.
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Computer vision and data science to innovate real-world problem solving