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Book Cover
E-book
Author Shinde, Swati V

Title Applied Computer Vision and Soft Computing with Interpretable AI
Published Milton : CRC Press LLC, 2023

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Description 1 online resource (333 p.)
Contents Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Preface -- Editors -- Contributors -- Chapter 1: Improved Healthcare Systems Using Artificial Intelligence: Technology and Challenges -- 1.1 Introduction -- 1.2 Motivation -- 1.3 Literature Review -- 1.4 Technology in Healthcare -- 1.4.1 Accurate Cancer Diagnosis -- 1.4.2 Premature Detection of Lethal Blood Diseases -- 1.4.3 Customer Service Chatbots -- 1.4.4 Treatment of Odd Diseases -- 1.4.5 Automation of Repetitive Jobs -- 1.4.6 Handling and Supervision of Medical Records -- 1.4.7 Development of New Medicines
1.4.8 Robot-assisted Surgery -- 1.4.9 Automation of Medical Image Diagnoses -- 1.5 Challenges and Solutions -- 1.5.1 AI Bias -- 1.5.2 Personal Security -- 1.5.3 Transparency -- 1.5.4 Data Formats -- 1.5.5 Societal Acceptance/Human Factors -- 1.6 Conclusion and Future Scope -- References -- Chapter 2: A Brain MRI Segmentation Method Using Feature Weighting and a Combination of Efficient Visual Features -- 2.1 Introduction: Background and Driving Forces -- 2.2 Proposed Framework -- 2.2.1 Approach Overview -- 2.2.2 Preprocessing -- 2.2.3 Feature Extraction -- 2.2.4 Clustering Step
2.2.5 Post-processing -- 2.3 Experiments -- 2.3.1 Dataset -- 2.3.2 Performance Metrics -- Experiment 1: The Analysis of Extracted Features -- Experiment 2: The Impact of the Feature Weighting Strategy -- Experiment 3: The Proposed Method vs. Other Methods -- 2.4 Conclusion -- Note -- References -- Chapter 3: Vision Based Skin Cancer Detection: Various Approaches with a Comparative Study -- 3.1 Introduction: Background and Driving Forces -- 3.1.1 Problem Formulation and Motivation -- 3.1.1.1 Proposed Solution -- 3.1.1.2 Scope of the Proposed Solution -- 3.1.2 Review of the Literature
3.1.2.1 Image Preprocessing and Enhancement -- 3.1.2.2 Image Segmentation -- 3.1.2.3 Feature Extraction -- 3.1.2.4 Classification -- 3.1.3 Algorithmic View with Implementation Details -- 3.1.3.1 Preprocessing -- 3.1.3.2 Segmentation -- 3.1.3.3 Feature Extraction -- 3.1.3.4 Classification -- 3.1.4 Results and Discussion -- 3.1.4.1 Performance of Eight-bins -- 3.1.4.2 Performance of CNN -- 3.2 Conclusion, Take-aways, and Future Directions -- References -- Chapter 4: MentoCare: An Improved Mental Healthcare System for the Public -- 4.1 Introduction -- 4.2 Related Work -- 4.3 Proposed Methodology
4.4 Results and Discussion -- 4.5 Conclusion and Future Scope -- References -- Chapter 5: An Employee Health Monitoring System Using Wireless Body Area Networks and Machine Learning -- 5.1 Introduction -- 5.2 Literature Survey -- 5.3 MI Theory -- 5.3.1 STEMI -- 5.3.2 NSTEMI -- 5.3.3 Angina -- 5.4 Proposed Methodology -- 5.4.1 Data creation -- 5.4.2 Authentication -- 5.4.3 Disease Prediction System (DPS) -- 5.5 Algorithm for DLNN -- 5.6 UML and Working -- 5.7 Working on the Proposed Project -- 5.7.1 Admin Interface -- 5.7.2 Medical Professional Interface -- 5.7.3 Employer Interface
Summary This reference text presents the knowledge base of computer vision and soft computing techniques with their applications for sustainable developments
Notes Description based upon print version of record
5.8 Conclusion
Form Electronic book
Author Medhane, Darshan V
Castillo, Oscar
ISBN 9781000952551
100095255X