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Image processing #1 고급건설재료학 서울대 건설환경공학부 문주혁 교수

Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

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Page 1: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Image processing #1

고급건설재료학

서울대 건설환경공학부 문주혁 교수

Page 2: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Contexts

• #1. Introduction and Examples

• #2. Basics of Matlab, Image Processing Toolbox

• #3. Segmentation, Edge detection, Transformation

• Matlab code (Image processing toolbox)

• Project introduction

Page 3: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

RGB color cube

White (255,255,255)

Black (0,0,0)

CMYK Color Space

Page 4: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples Pixel

Resolution

Page 5: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

Pixel info but,

no resolution info

Page 6: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

https://www.youtube.com/watch?v=MIM4r59y4bQ

A stack of 2D images

3D reconstruction

Voxel

Resolution

Page 7: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

3D reconstruction

Sliced 2D image

Image segmentation(binary image) Further computation

Page 8: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples Pixel = 2240 by 2240

Resolution = 24.15 um/pixel

Page 9: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

Fig. 4. Two-component polyurethane healing after crack formation visualized by means of X-ray computed microtomography, after Van Tittelboom et al. (2011).

(Dider S., RILEM Technical Letter 2018)

Page 10: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

Self-sealing crack phenomenon in

Ancient Roman Concrete

Page 11: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples3D Porosity of an aggregate in Roman concrete

3D Phase quantification

Reaction rim around certain component

Page 12: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and ExamplesSynchrotron-based Nano-Tomography

Resolution: 20 nm/pixel

Page 13: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples3D water permeability simulation on

inter-connected structural segment

Page 14: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and ExamplesRandom walk calculationTortuosity can be measured as the ratio of the self-diffusion of a walker in free space to the self-diffusion of a walker in the porous medium

Page 15: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

SPC

HgS

Hg

Sulfur polymer concrete

Mercury Stabilization

Page 16: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples Pixel = 1000 by 1000

Resolution = 5 nm/pixel

Silica fume is too small to be accurately measured by laser diffraction!

Page 17: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

Superabsorbent polymer (SAP) particle size distribution

Page 18: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and ExamplesImage processing combined with SEM analysis

(Scrivener, Snellings, Lothenbach, CRC Press 2017)

Page 19: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

(Scrivener, Snellings, Lothenbach, CRC Press 2017)

Image processing combined with SEM analysis

Page 20: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples

(전남대학교 이방연 교수)(Kang and Cha 2018)

More Advanced Image processing

Page 21: Image processing #1 - SNU OPEN COURSEWAREocw.snu.ac.kr/sites/default/files/NOTE/Lecture 10 Image... · 2019. 9. 3. · Image processing combined with SEM analysis. Introduction and

Introduction and Examples(Class note from B. Militzer UC Berkeley, 2012)

Edge detection

Other applications