Table of Contents

Cover image

Title page

Copyright

Contributors

Preface

Acknowledgement

Part I: Background on neutrosophic set in medical image analysis

1: Introduction to neutrosophy and neutrosophic environment

Abstract

1 Introduction

2 Preliminaries

3 Neutrosophic set

4 Single-valued neutrosophic overset/underset/offset

5 An interval-valued neutrosophic linguistic set

6 Linguistic neutrosophic set

7 Bipolar neutrosophic sets

8 Complex neutrosophic set

9 Bipolar complex NSs

10 An interval complex NS

11 An interval-valued bipolar neutrosophic set

12 Neutrosophic rough sets and their extensions

13 Neutrosophic cubic sets (Jun et al., 2017)

14 Plithogenic set

15 Conclusions

2: Advanced neutrosophic sets in Microscopic Image Analysis

Abstract

1 Introduction

2 Neutrosophic sets

3 NSs in MIA systems

4 Conclusions

3: Advanced neutrosophic set-based ultrasound image analysis

Abstract

1 Introduction

2 Neutrosophic based CAD system for ultrasound image analysis

3 Ultrasound image in neutrosophic domain

4 Discussion

5 Conclusion

Part II: Neutrosophic set in medical image denoising

4: Neutrosophic set in medical image denoising

Abstract

1 Introduction

2 Noise in MR images

3 Neutrosophic set-based MR image denoising

4 Performance evaluation metrics of NS-based denoising of MR image

5 MRI dataset

6 Results and discussion

7 Conclusions

5: Advanced optimization-based neutrosophic sets for medical image denoising

Abstract

1 Introduction

2 Related work

3 Methodology of the proposed method

4 Experimental results and discussion

5 Conclusions

6: Neutrosophic set-based denoising of optical coherence tomography images

Abstract

1 Introduction

2 Related work

3 Proposed methodology

4 Experimental results and discussions

5 Conclusion

Part III: Neutrosophic set in medical image clustering and segmentation

7: A survey on neutrosophic medical image segmentation

Abstract

1 Introduction

2 Literature review

3 NS-based medical image segmentation methods

4 Limitations of NS-based medical image segmentation approaches

5 Conclusions

8: Neutrosophic set in medical image clustering

Abstract

1 Introduction

2 Methodology

3 Results and discussion

4 Conclusions

9: Optimization-based neutrosophic set for medical image processing

Abstract

1 Introduction

2 Methodology

3 Results and discussion

4 Conclusions

10: Neutrosophic hough transform for blood cells nuclei detection

Abstract

1 Introduction

2 Methodology

3 Results and discussions

4 Conclusions

11: Neutrosophic sets in dermoscopic medical image segmentation

Abstract

1 Introduction

2 Related studies

3 Methodology

4 Experimental results and discussion

5 Conclusions

Part IV: Neutrosophic set in medical image classification

12: Neutrosophic similarity score-based entropy measure for focal and nonfocal electroencephalogram signal classification

Abstract

1 Introduction

2 Methodology

3 Experimental works and results

4 Conclusions

13: Neutrosophic multiple deep convolutional neural network for skin dermoscopic image classification

Abstract

1 Introduction

2 Related work

3 Methodology

4 Experimental results

5 Conclusion

14: Neutrosophic set-based deep learning in mammogram analysis

Abstract

Acknowledgments

1 Introduction

2 Materials and methods

3 Experimental results

4 Discussion

5 Conclusions

Part V: Challenges and future directions in neutrosophic theory

15: Challenges and future directions in neutrosophic set-based medical image analysis

Abstract

1 Introduction

2 Medical image analysis

3 Image modalities

4 Neutrosophy-based medical image analysis

5 Discussion on challenges and the future scope in neutrosophic set-based medical image analysis

6 Conclusion

Index

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