Neutrosophic Set in Medical Image Analysis

Table of contents

1. Cover image
2. Title page
3. Table of Contents
4. Copyright
5. Contributors
6. Preface
7. Acknowledgement
8. Part I: Background on neutrosophic set in medical image analysis
   1. 1: Introduction to neutrosophy and neutrosophic environment
      1. Abstract
      2. 1 Introduction
      3. 2 Preliminaries
      4. 3 Neutrosophic set
      5. 4 Single-valued neutrosophic overset/underset/offset
      6. 5 An interval-valued neutrosophic linguistic set
      7. 6 Linguistic neutrosophic set
      8. 7 Bipolar neutrosophic sets
      9. 8 Complex neutrosophic set
      10. 9 Bipolar complex NSs
      11. 10 An interval complex NS
      12. 11 An interval-valued bipolar neutrosophic set
      13. 12 Neutrosophic rough sets and their extensions
      14. 13 Neutrosophic cubic sets (Jun et al., 2017)
      15. 14 Plithogenic set
      16. 15 Conclusions
   2. 2: Advanced neutrosophic sets in Microscopic Image Analysis
      1. Abstract
      2. 1 Introduction
      3. 2 Neutrosophic sets
      4. 3 NSs in MIA systems
      5. 4 Conclusions
   3. 3: Advanced neutrosophic set-based ultrasound image analysis
      1. Abstract
      2. 1 Introduction
      3. 2 Neutrosophic based CAD system for ultrasound image analysis
      4. 3 Ultrasound image in neutrosophic domain
      5. 4 Discussion
      6. 5 Conclusion
9. Part II: Neutrosophic set in medical image denoising
   1. 4: Neutrosophic set in medical image denoising
      1. Abstract
      2. 1 Introduction
      3. 2 Noise in MR images
      4. 3 Neutrosophic set-based MR image denoising
      5. 4 Performance evaluation metrics of NS-based denoising of MR image
      6. 5 MRI dataset
      7. 6 Results and discussion
      8. 7 Conclusions
   2. 5: Advanced optimization-based neutrosophic sets for medical image denoising
      1. Abstract
      2. 1 Introduction
      3. 2 Related work
      4. 3 Methodology of the proposed method
      5. 4 Experimental results and discussion
      6. 5 Conclusions
   3. 6: Neutrosophic set-based denoising of optical coherence tomography images
      1. Abstract
      2. 1 Introduction
      3. 2 Related work
      4. 3 Proposed methodology
      5. 4 Experimental results and discussions
      6. 5 Conclusion
10. Part III: Neutrosophic set in medical image clustering and segmentation
    1. 7: A survey on neutrosophic medical image segmentation
       1. Abstract
       2. 1 Introduction
       3. 2 Literature review
       4. 3 NS-based medical image segmentation methods
       5. 4 Limitations of NS-based medical image segmentation approaches
       6. 5 Conclusions
    2. 8: Neutrosophic set in medical image clustering
       1. Abstract
       2. 1 Introduction
       3. 2 Methodology
       4. 3 Results and discussion
       5. 4 Conclusions
    3. 9: Optimization-based neutrosophic set for medical image processing
       1. Abstract
       2. 1 Introduction
       3. 2 Methodology
       4. 3 Results and discussion
       5. 4 Conclusions
    4. 10: Neutrosophic hough transform for blood cells nuclei detection
       1. Abstract
       2. 1 Introduction
       3. 2 Methodology
       4. 3 Results and discussions
       5. 4 Conclusions
    5. 11: Neutrosophic sets in dermoscopic medical image segmentation
       1. Abstract
       2. 1 Introduction
       3. 2 Related studies
       4. 3 Methodology
       5. 4 Experimental results and discussion
       6. 5 Conclusions
11. Part IV: Neutrosophic set in medical image classification
    1. 12: Neutrosophic similarity score-based entropy measure for focal and nonfocal electroencephalogram signal classification
       1. Abstract
       2. 1 Introduction
       3. 2 Methodology
       4. 3 Experimental works and results
       5. 4 Conclusions
    2. 13: Neutrosophic multiple deep convolutional neural network for skin dermoscopic image classification
       1. Abstract
       2. 1 Introduction
       3. 2 Related work
       4. 3 Methodology
       5. 4 Experimental results
       6. 5 Conclusion
    3. 14: Neutrosophic set-based deep learning in mammogram analysis
       1. Abstract
       2. Acknowledgments
       3. 1 Introduction
       4. 2 Materials and methods
       5. 3 Experimental results
       6. 4 Discussion
       7. 5 Conclusions
12. Part V: Challenges and future directions in neutrosophic theory
    1. 15: Challenges and future directions in neutrosophic set-based medical image analysis
       1. Abstract
       2. 1 Introduction
       3. 2 Medical image analysis
       4. 3 Image modalities
       5. 4 Neutrosophy-based medical image analysis
       6. 5 Discussion on challenges and the future scope in neutrosophic set-based medical image analysis
       7. 6 Conclusion
13. Index