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Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

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Page 1: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

Introduction to Related Papers of Vessel Segmentation Methods

Advisor : Ku-Yaw Chang

Student : Wei-Lu Lin

2015/1/7

Page 2: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

2 Outline

Introduction Related Papers Conclusion

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Page 3: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

3 Introduction

What Is Segmentation ?

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Page 4: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

4 Introduction

What Is Segmentation ?

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Page 5: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

5 Introduction

What Is Segmentation ?

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Page 6: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

6 Introduction

Applications Medical Imaging(v)

Object Detection

Recognition Tasks

Traffic Control Systems

Video Surveillance

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People Detection[1] License Plate Recognition[2]

Vessel Segmentation

Page 7: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

7 Introduction

Vessel Segmentation Classification Pattern Recognition Techniques

Model-based

Tracking-based

Artificial Intelligence-based

Neural Network-based

Miscellaneous Tube-like Object Detection

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Page 8: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

8 Introduction

Vessel Segmentation Classification Pattern Recognition Techniques

Model-based

Tracking-based

Artificial Intelligence-based

Neural Network-based

Miscellaneous Tube-like Object Detection

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Page 9: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

9 Introduction

Pattern Recognition Techniques Automatic Detection

Classification

Features

Disadvantage Be Difficult to Deal with Edge Noises and Branch Vessels.

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Page 10: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

10 Related Papers – Adaptive Segmentation of Vessels from Coronary

Angiograms Using Multi-scale Filtering

Based on Pattern Recognition Techniques Classification

Steps Select Well-contrast Angiograms

Vessels Segmentation from the Well-contrast Angiograms Using Multi-scale Hessian Matrix

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Page 11: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

11

Results

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Related Papers -Adaptive Segmentation of Vessels from Coronary

Angiograms Using Multi-scale Filtering

Page 12: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

12 Introduction

Vessel Segmentation Classification Pattern Recognition Techniques

Model-based

Tracking-based

Artificial Intelligence-based

Neural Network-based

Miscellaneous Tube-like Object Detection

2015/1/7

Page 13: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

13 Introduction

Model-based Deformable Models

Parametric Models

Template Matching

Generalized Cylinders

Disadvantage Be Hard to Set Model Parameters and Affect the Computational

Cost

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Page 14: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

14

Based on Model-based Classification Steps

Initialize Location and Contour

Local Morphology Fitting(LMF) Growing

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Related Papers -Local Morphology Fitting Active Contour for Automatic

Vascular Segmentation

Page 15: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

15

Results

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Related Papers -Local Morphology Fitting Active Contour for Automatic

Vascular Segmentation

Page 16: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

16 Introduction

Vessel Segmentation Classification Pattern Recognition Techniques

Model-based

Tracking-based

Artificial Intelligence-based

Neural Network-based

Miscellaneous Tube-like Object Detection

2015/1/7

Page 17: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

17 Introduction

Tracking-based Manual Start Points

Local Operators

Focus Known to Be a Vessel and Track It

Disadvantage Cannot Effectively Track Vessels in Complex Background

Mostly Rely on the Manual Setting

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Page 18: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

18

Based on Tracking-based Classification Steps

Automatic Identification of Start Points

Tracking Based on Bayesian

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Related Papers -A Retinal Vessel Tracking Method

Based On Bayesian Theory

Page 19: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

19

Results

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Related Papers -A Retinal Vessel Tracking Method

Based On Bayesian Theory

other this paper

Page 20: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

20 Conclusion

Segmentation Algorithms A lot of methods

Future Persuade more faster, more accurate and more automated

In My Opinion Automation is not important

Interaction

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Page 21: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

21 Conclusion

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Page 22: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

22 Conclusion

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Contrast Image Image Contrast Image Image

Contrast Image Image Contrast Image Image

Page 23: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

23 References

[1http://www.di.ens.fr/~laptev/objectdetection.html [2] http://bit.ly/1BNIAem https://www.youtube.com/watch?v=ceIddPk78yA&list

=PLz8K9D6W9hwa1I-LZhmyC7ux1fXi1VSzu&index=8

https://www.youtube.com/watch?v=EOCqzA2luy0

https://www.youtube.com/watch?v=lwMuJX480jo

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Page 24: Introduction to Related Papers of Vessel Segmentation Methods Advisor : Ku-Yaw Chang Student : Wei-Lu Lin 2015/1/7

24

The EndThank you for listening

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