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by Amira S. Ashour, Yanhui Guo
Neutrosophic Set in Medical Image Analysis
Cover image
Title page
Table of Contents
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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