University of Tsukuba | Graduate School of SIE | Department of CS | Lectures

Advanced Course in Signal/Image Processing and Medical Imaging

Instructor
E-mail
Office hour
Hiroyuki Kudo,  Hotaka Takizawa
{kudo,takizawa} at cs dot tsukuba dot ac dot jp
Kudo:Sougou-B902,  Takizawa:Sougou-B-910; Monday 6

Course number
Field
Form
01CH501
Media Engineering
lecture


Term
Period
Room
3
Monday 4,5
3B302

Outline Depending on a year, this course mainly deals with image and speech coding (compression), application of signal/image processing to medical imaging such as CT (Computed Tomography), and advanced topics in signal processing.

Prerequisite No advanced knowledge in some specific field is required. However, basic knowledge on mathematics (Fourier analysis, linear algebra, and probability and statistics) and signal/image processing would help you to understand this lecture.

Class plan
      Former 5 weeks:  "Image and speech coding"

1. Introduction to image and speech coding
Purpose of coding,  statistical property of signal information,  outline of coding

2. Predictive coding
Delta modulation (DM),  differential pulse code modulation (DPCM)

3. Transform coding
Transform coding,  orthogonal transforms,  examples of transform coding methods

4. Other coding methods
Subband coding,  vector quantization,  video coding

      Latter 5 weeks:  "Medical Imaging"

1. Medical imaging system
CT,  ultrasound imaging,  MRI,  PET

2. Medical imaging and assisting diagnosis
Medical image processing,  computer-aided-diagnosis

Text We do not specify textbooks. We prepare a handout when necessary.

References
(1) J.W.Woods," Multidimensional signal, image, and video processing and coding," Academic Press (2006).
(2) S.L.Saywood," Introduction to data compression," Morgan Kaufman Publisher (1996).
(3) T.Yoshida, T.Suzuki, T.Hiroaki," Image information coding," Korona-sha (2008) (in Japanese).
(4) H.Harashima," Image information compression," Ohm-sha (1991) (in Japanese).
(5) ??? (in Japanese).
(6) ??? (in Japanese).
(7) ??? (in Japanese).

Evaluation Depending on a year, we require a writing examination or submitting a report to questions. The evaluation is performed by the score of examination/report and the percentage of attendance.

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