Computer and Mathematical Sciences

Computer Structures A08

  • Prof. Takafumi Aoki    
  • Assoc. Prof. Koichi Ito      
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.
  • Computer vision and data science to innovate real-world problem solving