دانلود کتاب Machine Learning, Image Processing, Network Security and Data Sciences. 4th International Conference, MIND 2022 Virtual Event, January 19–20, 2023 Proceedings

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Preface
Organization
Contents – Part II
Contents – Part I
Image Processing and Computer Vision
Leveraging CNN and Transfer Learning for Classification of Histopathology Images
1 Introduction
1.1 Histopathological Image Analysis
1.2 Contributions of This Work
2 Related Works
3 Methodology and Workflow
3.1 Experimental Setup
3.2 Dataset
3.3 ResNet50
3.4 Transfer Learning and Added Layers
3.5 Training and Testing
3.6 Evaluation Metrics
4 Results
4.1 Confusion Matrix: Type I Type II Errors
4.2 Precision, Recall, F1 and More
4.3 AUC Value
4.4 Accuracy Comparisons
5 Conclusion
6 Future Scope
References
Lane Detection and Distance Estimation Using Computer Vision Techniques
1 Introduction
2 Methodology
2.1 Data Collection
2.2 Camera Calibration
2.3 Object Detection of Traffic Sign and Cars
2.4 Lane Segmentation Along with Grids
3 Purpose
4 Major Research Findings
5 Discussion
6 Results
7 Conclusion and Future Research Work
References
Using Deep Transfer Learning to Predict Student Engagement in Online Courses
1 Introduction
2 Related Works
3 Proposed Methodology
3.1 Transfer Learning Using Pre-trained Networks
3.2 Extract Image Features Using Pre-trained Network
3.3 Contributions of Training and Testing Image Datasets
4 Results and Discussion
5 Conclusion
References
Performance Analysis of First Order Optimizers for Plant Pest Detection Using Deep Learning
1 Introduction
2 Optimization for Deep Learning
3 Gradient Based Optimizers
3.1 Gradient Descent (GD)
3.2 Stochastic Gradient Descent (SGD)
3.3 ADAGRAD
3.4 RMSPROP
3.5 ADAM
4 Methodology
4.1 Pest Dataset
5 Evaluation Metrics
6 Results and Discussion
7 Conclusion
References
A Review on Skin Pigment and Vein Pattern Detection Techniques
1 Introduction
1.1 Author’s Contribution
1.2 Organization of the Paper
2 Literature Review
3 Skin Texture Analysis
4 Preprocessing
5 Discussion and Result
6 Conclusion
7 Future Work
References
Brain Tumor Classification Using Deep Learning Techniques
1 Introduction
1.1 Image Segmentation and MRI
1.2 Upcoming Sections
2 Background and Related Works
2.1 Related Research Work
2.2 Existing Methods for Brain Tumor Classification
3 Proposed Methodology
3.1 Dataset Used
3.2 Dataset Management
3.3 Model Used - RESNET 50
4 Performance Analysis and Results
4.1 Running Different ResNet Models
4.2 Plotting Different Graphs for Analysis
4.3 Tumor Detection
5 Conclusion and Future Work
References
Automatic Image Caption Generation Using ResNet & Torch Vision
1 Introduction
2 Related Works
3 Proposed Work
4 Experimental Result
5 Conclusion and Future Scope
References
Consistency Comparison of Machine Vision Images Based on Improved ORB Algorithm
1 Introduction
2 Related Theoretical Overview and Research
2.1 Design and Research of Machine Vision Measuring System
2.2 Theoretical Introduction of Improved ORB Algorithm
3 Experiment and Research
3.1 Experimental Method
3.2 Experimental Requirements
4 Analysis and Discussion
4.1 Consistency and Accuracy Analysis of Machine Vision Image Based on ORB Algorithm
4.2 Accuracy Analysis of Machine Vision Image Consistency System
5 Conclusions
References
Application Analysis of Digital Special Effects Technology in Film and Television Post-production Based on Neural Network Algorithm
1 Introduction
2 Research on the Application of Digital Special Effects Technology in Film and Television Post-production Based on Neural Network Algorithm
2.1 Traditional Special Effects and 3D Digital Special Effects
2.2 Digital Technology Used in Film and Television Post-production
2.3 Neural Networks
3 Investigation and Research on the Application of Digital Special Effects Technology in Film and Television Post-production Based on Neural Network Algorithm
3.1 3D Human Reconstruction Digital Effects Technology Based on Neural Network
3.2 Data Set
4 Analysis and Research on the Application of Digital Special Effects Technology in Film and Television Post-production Based on Neural Network Algorithm
4.1 Network Structure of Digital Special Effects Technology for Human Reconstruction
4.2 Experimental Results
5 Conclusions
References
Video Image Analysis of Sports Skill Training on Account of Fuzzy Clustering Algorithm
1 Introduction
2 Research on the Application of Sports Skill Training Video Image Analysis Based on Fuzzy Clustering Algorithm
2.1 Based on Fuzzy Clustering Algorithm
2.2 Application of Sports Skill Training Video Image Analysis
3 Research on the Application Effect of Sports Skill Training Video Image Analysis Based on Fuzzy Clustering Algorithm
3.1 Content Analysis Method
3.2 Brief Description
3.3 The Formula
3.4 Calculation Principles
4 Investigation and Research on the Application of Sports Skill Training Video Image Analysis Based on Fuzzy Clustering Algorithm
4.1 Test Effect
5 Conclusions
References
Real Estate Display System Based on Virtual Reality Technology
1 Introduction
2 Real Estate 3D Modeling and System Requirements Analysis
2.1 3D Modeling of Real Estate
2.2 Non-functional Requirements for System Design
2.3 2D and 3D Model Data Association
3 System Design
3.1 System Build Tools
3.2 System Function Design
4 System Testing and Implementation
4.1 System Test
4.2 Implementation of System Roaming Interaction
5 Conclusion
References
Production of Film and Television Animation Based on Three -Dimensional Models Based on Deep Image Sequences
1 Introduction
2 Related Theoretical Overview and Research
2.1 Three -Dimensional Model Film and Television Animation Production Development Process
2.2 Theoretical Introduction to Depth Image Sequence
3 Experiment and Research
3.1 Experimental Method
3.2 Experimental Requirements
4 Analysis and Discussion
4.1 Analysis of the Exposure of the Film and Television Animation of 3D Model
4.2 Analysis of the Clarity of the Film and Television Animation of 3D Model and Economic Applicability
5 Conclusions
References
3D Printing Design Simulation of Ceramic Products Based on 3D Image Reproduction Technology
1 Introduction
2 Image Based 3D Reconstruction Technology
3 Research on 3D Printing Design Simulation of Ceramic Products
3.1 Selection of Test Materials
3.2 Design Requirements for Slurry Extrusion Device of 3D Printer
3.3 3D Ceramic Printing Simulation Algorithm
4 Research on 3D Printing Design Simulation of Ceramic Products
5 Conclusions
References
Artificial Intelligence of Internet of Things and Virtual Reality Technology in the Image Reconstruction of Film and Television Characters
1 Introduction
2 Design and Research on the Image Reconstruction Research of Internet of Things Artificial Intelligence and Virtual Reality Technology in the Role Shaping of Film and Television Characters
2.1 The Internet of Things
2.2 Artificial Intelligence
2.3 Virtual Reality Technology
2.4 Research on Image Reconstruction of Internet of Things Artificial Intelligence and Virtual Reality Technology in Film and Television Character Shaping
3 Research on the Effect of Internet of Things Artificial Intelligence and Virtual Reality Technology in the Image Reconstruction of Film and Television Characters
3.1 Research on Image Reconstruction of Internet of Things Artificial Intelligence and Virtual Reality Technology in Film and Television Character Shaping
4 Investigation and Research Analysis of the Image Reconstruction of Internet of Things Artificial Intelligence and Virtual Reality Technology in the Role Shaping of Film and Television Characters
5 Conclusions
References
Research on the Application of Virtual Reality Technology in Environmental Art Design
1 Introduction
2 Stereoscopic Display Technology of Virtual Reality
3 Haptic Feedback Technology of Virtual Reality
4 Interactive Technology of Virtual Reality
5 Application of VR in Environmental Art Design
6 Conclusion
References
Computer Vision and Pattern Recognition Technology on Account of Deep Neural Network
1 Introduction
2 Design and Exploration of Application Construction of Computer Vision and Pattern Recognition Technology on Account of Deep Neural Network
2.1 Deep Neural Network Algorithm
2.2 Application of Computer Vision and Pattern Recognition Technology on Account of Deep Neural Network
3 Exploring the Application Effect of Computer Vision and Pattern Recognition Technology on Account of Deep Neural Network
3.1 The Popularization and Application of Computer Vision Technology
4 Investigation and Research on Application of Computer Vision and Pattern Recognition Technology on Account of Deep Neural Network.
5 Conclusions
References
Design of 3D Image Visual Communication System Based on Computer Image Technology
1 Introduction
2 Design of 3D Image Visual Communication System Based on Computer Image Technology
2.1 Classification of 3D Modeling Methods
2.2 Feature-Based Image Matching Algorithm
2.3 The Combination of Photographic Pictures and Visual Communication Design
2.4 Overall Design of Medical Imaging 3D Visualization System
3 System Implementation
3.1 System Development Environment
3.2 System Functional Structure Design
3.3 System Test
4 Analysis of System Test Results
4.1 Feature Matching Comparison Before and After Using the RANSAC Algorithm
5 Conclusion
References
Optimization Algorithm of Integrating Folk Art into VR Vision Under Deep Learning
1 Introduction
2 Overview of Deep Learning
3 VR Optimization Algorithm Based on Visual Effect Improvement
3.1 Optimization of 3D Geometric Model
3.2 Optimization of Scene Hierarchical Model Selection
4 The Demand of Integrating Folk Art into VR Vision
4.1 Enhance the Perception of Folk Art
4.2 Enhance the Immersive Experience of Visitors
4.3 Enhance the Interaction Between Works and People
5 Conclusion
References
Design of Calisthenics Choreography and Recording System Based on Action Recognition Algorithm
1 Introduction
2 Discussion on the Design of Calisthenics Choreography and Recording System Based on Action Recognition Algorithm
2.1 Overview of Motion Recognition
2.2 Problems Encountered in the Recording of Calisthenics Movements
3 Experiment
3.1 The System Design
3.2 Caffe is Introduced
3.3 Network Structure of Action Recording System
4 Discussion
4.1 Analysis of System Experimental Results
5 Conclusions
References
Construction of 3D Model of Ice and Snow Landscape Based on Interactive Algorithm
1 3D Model Construction Background
2 Build Process
2.1 Interactive Algorithm
2.2 Construction of 3D Model of Ice and Snow Landscape
3 3D Model and Interactive Algorithm
3.1 Practical Application of Interactive Algorithm
3.2 3D Model Construction Purpose
4 Conclusion
References
Classroom Learning Situation Analysis System Based on Computer Vision
1 Introduction
2 Design of CLSA System Based on CV
2.1 Main Problems of the CLSA System in the Smart Classroom
2.2 Overall Design Idea of Students’ Real-Time LSA in Class
2.3 Overall System Function Design
2.4 Overall Algorithm Design of LSA System
3 CAMSHIFT Tracking Algorithm Based on CV
4 Design of CLSA System Based on CV
5 Conclusions
References
Application of VR Virtual Technology in 3D Panoramic Roaming Design System of Rural Ancient Buildings
1 Introduction
2 VR Virtual Technology and Ancient Building Simulation Algorithm
2.1 VR Virtual Technology
2.2 Ancient Building Simulation Algorithm
3 VR-Based Three-Dimensional Panoramic Roaming System of Rural Ancient Buildings
3.1 Virtual Three-Dimensional Scene Structure
3.2 Overall Design
4 The Application of VR Technology in the Design of Three-Dimensional Panoramic Roaming of Rural Ancient Buildings
5 Conclusion
References
Ear Recognition System Using Averaging Ensemble Technique
1 Introduction
2 Materials and Methods Used
2.1 Proposed Ensemble Technique
2.2 First Model Used for Ensemble Technique
2.3 Second Model Used for Ensemble Technique
2.4 Third Model Used for Ensemble Technique
3 Dataset Description
4 Experimental Result and Analysis
5 Conclusion and Future Work
References
IoT and Machine Learning-Based Covid-19 Healthcare Monitoring System Using Face Recognition
1 Introduction
1.1 Overview
1.2 IoTs Hardware
1.3 Software and Library
2 Literature Review
3 Proposed Methodology
3.1 Algorithm Used for Face Detection
3.2 Algorithm Used for Face Recognition [7]
4 Result and Discussion
4.1 Performance Metric
5 Conclusion
References
Implementation of SARSA-HMM Technique for Face Recognition
1 Introduction
2 Proposed Model and Algorithm
2.1 Extraction of Features
3 Comparison and Result
4 Conclusion and Future Work
References
A Novel BiLo-T Based Gradient Method for Identifying Diverse Shape Variants of Ovarian Cyst in Female Pelvic MRI Imaging
1 Introduction
2 Related Works
3 Materials and Methods
3.1 Dataset Description
3.2 Implementation of CAD System
3.3 Algorithm
4 Experimental Results and Discussion
5 Conclusions, Limitations and Future Work
References
Network and Cyber Security
Elaborated Distributed System-Activity Synchronization Among Different Distributed Systems
1 Introduction
2 Background Work
3 Bully Algorithm
4 Proposed Work
5 Result and Analysis
6 Conclusion
References
Multimodal Fake News Detection on Fakeddit Dataset Using Transformer-Based Architectures
1 Introduction
2 Related Work
2.1 Unimodal FND
2.2 Multimodal FND
3 Dataset Used
4 Proposed Architecture
4.1 Exploratory Data Analysis (EDA) of Fakeddit Dataset
4.2 Unimodal Classification
4.3 Multimodal Classification
5 Experimental Analysis
5.1 Error Analysis
6 Conclusion
References
SAFE: Secure and Fast Key Establishment for Resource Constrained Devices in Device to Device Communications
1 Introduction
1.1 Technical Contribution
2 Background
2.1 Intelligent Device Filtering and Mutual Authentication and Key Establishment (MAKE)
3 Cryptanalysis of Protocols
3.1 Cryptanalysis of Intelligent Device Filtering and MAKE Scheme
4 Notations and Typical Security Goals
4.1 Notations of Proposed Solution
4.2 Security Goals
5 Proposed Solution
5.1 Identity-Based Key Issuing
6 Results
7 Latest Elliptic Curve Cryptography Primitives
8 Conclusions
References
Exploring Patterns and Correlations Between Cryptocurrencies and Forecasting Crypto Prices Using Influential Tweets
1 Introduction
2 Related Work
3 Dataset Description
4 Preprocessing of Dataset
4.1 Importing the Required Libraries and Dataset
4.2 Data Cleaning
4.3 Data Reduction
5 Proposed Scheme and Implementation
5.1 Finding Patterns and Historical Return Series in the Dataset
5.2 Finding the Actual and Predicted Price Line Using Simple Exponential Smoothing and Influential Tweets
5.3 Finding Relationship Between BTC and XRP Returns Using Linear Regression
6 Experimental Results and Analysis
7 Conclusion
References
Design of Laboratory Identification Equipment Based on Intelligent Identification Technology
1 Introduction
2 The Design Scheme of the System
3 Design of Hardware Structure
4 The Software Design
5 Communication Protocol Development
5.1 To Communicate with the Fingerprint Module
5.2 To Communicate with the Computer
6 Conclusions
References
A Stacked Ensemble Method with Adaptive Attribute Selection to Detect DDoS Attack in Cloud-Assisted WBAN
1 Introduction
2 Related Work
3 Proposed Method
3.1 Pre-processing
3.2 Adaptive and Supreme Attribute Selection (ASAS)
3.3 Stacked Ensemble Classification (SEC)
3.4 DDoS Attack Mitigation
4 Experimental Evaluations
4.1 Performance Metrics Used
4.2 Result Analysis
5 Conclusion
References
A Sophisticated Framework for Document Forensics
1 Introduction
1.1 Active Forensics
1.2 Passive Forensics
2 Background Research
3 Risks Associated with Document Fraud
4 Proposed Framework
4.1 Identification/Acquisition of Questioned Document
4.2 Preparation for Investigation Phase
4.3 Examination Phase
4.4 Analysis Phase
4.5 Presentation Phase
5 Hypothetical Case Scenario and Application of Proposed Framework
5.1 Identification/Acquisition of Document
5.2 Preparation Phase
5.3 Examination Phase
5.4 Analysis Phase
5.5 Presentation Phase
6 Conclusion and Future Work
References
Author Index