2006
Pattern Information Processing

2006
パターン情報
処理特論

2006 autumn semester
Graduate School of Engineering

2006年度後期
大学院工学研究科

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Information

Course guide

Schedule and handouts

Session 1

Oct. 6

Introduction

Topic 1. Sampling and digital processing of images

Session 2

10/11

(1) Spatial frequency and Fourier transformation

Session 3

Oct. 16

(2) Sampling theorem and discrete Fourier transformation

Topic 2. Image compression by orthogonal transformation

Session 4

Oct. 23

(1) Principal component analysis and Karhunen-Loève transformation

Session 5

Oct. 30

(2) Orthogonal and unitary transformations of matrices

Session 6

Nov. 6

(3) Discrete Fourier transformation and discrete cosine transformation

Topic 3. Mathematical morphology

Session 7

Nov. 13

(1) Opening and set operations on images

Session 8

Nov. 20

(2) Granulometry and skeleton

Session 9

Nov. 27

(3) Filter theorem / morphology and ordered set

Topic 4. Pattern recognition

Session 10

Dec. 4

(1) Discriminant analysis

Session 11

Dec. 11

(2) Neural networks and learning algorithm

Session 12

Dec. 18

(3) Support vector machine and kernel method

Topic 5. Computed Tomography - Image reconstruction from projection

Session 13

Jan. 15

(1) Radon transformation and projection theorem

Session 14

Jan. 22

(2) Image reconstruction from projection