
Image Processing and Communications
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This book presents a selection of high-quality peer-reviewed research papers on various aspects of computer science and networks. It not only discusses emerging applications of currently available solutions, but also outlines potential future techniques and lines of research in pattern recognition, image processing and communications. Given its scope, the book will be of considerable interest to researchers, students and practitioners alike. All papers gathered here were presented at the Image Processing and Communications Conference, held in Bydgoszcz, Poland on September 11-13, 2019.
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Content
- Intro
- Preface
- Organization
- Organization Committee
- Conference Chair
- Honorary Chairs
- International Program Committee
- Organizing Committee
- Contents
- Image Processing and Communications
- Overview of Tensor Methods for Multi-dimensional Signals Change Detection and Compression
- 1 Introduction
- References
- Head Motion - Based Robot's Controlling System Using Virtual Reality Glasses
- 1 Introduction
- 2 Materials and Methods
- 2.1 System Implementation
- 2.2 Head Rotation Calculation
- 2.3 Interpretation of Head Motions and Remote Navigation
- 3 Results
- 4 Discussion and Conclusions
- References
- Robustness of Haar Feature-Based Cascade Classifier for Face Detection Under Presence of Image Distortions
- 1 Introduction
- 2 Materials and Methods
- 2.1 Databases and Research Methods
- 3 Results
- 4 Discussion
- 5 Conclusions
- References
- Eyes State Detection in Thermal Imaging
- 1 Introduction
- 2 Method Description
- 2.1 Assumptions
- 3 Proposed Solution
- 3.1 General Overview
- 3.2 Face and Eyes Detection
- 3.3 Eyes State Estimation
- 4 Experiments
- 4.1 Dataset
- 4.2 Evaluation Protocol
- 4.3 Results
- 5 Summary
- References
- Presentation Attack Detection for Mobile Device-Based Iris Recognition
- 1 Introduction
- 2 Related Work Review
- 3 Experimental Data
- 4 Methodology
- 4.1 Presentation Attack Detection Methods
- 4.2 Iris Recognition: OSIRIS
- 5 Experiments and Results
- 6 Conclusions
- References
- Gaze-Based Interaction for VR Environments
- 1 Introduction
- 2 Related Works
- 3 Gaze-Driven Ray-Cast Interface Concept
- 4 Implementation and Application
- 5 Evaluations
- 6 Conclusion
- References
- Modified Score Function and Linear Weak Classifiers in LogitBoost Algorithm
- 1 Introduction
- 2 Boosting Algorithms
- 3 Modified Score Function
- 4 Experiments
- 5 Conclusions
- References
- Color Normalization-Based Nuclei Detection in Images of Hematoxylin and Eosin-Stained Multi Organ Tissues
- 1 Introduction
- 2 Modified Color Transfer Transformation
- 3 Nuclei Detection
- 4 Conclusions
- References
- Algorithm for Finding Minimal and Quaziminimal st-Cuts in Graph
- 1 Introduction
- 2 Distributive Lattice of Minimal Edge st-Cuts of an Oriented Graph
- 3 Algorithm for Enumeration of Minimal Edge st-Cuts of a Graph in a Distributive Lattice of Minimum Cuts
- 4 Enumeration of Quasiminimal st-Cuts of an Oriented Graph
- 5 Example
- 6 Conclusions and Future Work
- References
- The Influence of the Number of Uses of the Edges of a Reference Graph on the Transmission Properties of the Network Described by the Graph
- 1 Introduction
- 2 The Establishment of the Maximum Number of Uses of the Edges of Reference Graphs in Minimum Length Paths
- 3 Summary and Conclusions
- References
- Imbalanced Data Classification Using Weighted Voting Ensemble
- 1 Introduction
- 2 Related Works
- 2.1 Classifier Selection
- 2.2 Imbalanced Data Classification
- 3 Proposed Algorithm
- 4 Experiments
- 4.1 Set-Up
- 4.2 Result Analysis
- 5 Conclusions
- References
- Evaluation of the MRI Images Matching Using Normalized Mutual Information Method and Preprocessing Techniques
- 1 Introduction
- 2 Materials
- 3 Methods
- 4 Results
- 5 Discussion and Conclusions
- References
- Remote Heart Rate Monitoring Using a Multi-band Camera
- 1 Introduction
- 2 Heart Rate Monitoring
- 3 Experiment
- 4 Summary
- References
- Initial Research on Fruit Classification Methods Using Deep Neural Networks
- 1 Introduction
- 2 Releated Solutions
- 3 General Concept
- 4 Initial Analaysis
- 4.1 Traditional Machine Learning
- 4.2 Deep Learning
- 5 Summary
- References
- 3D Optical Reconstruction of Building Interiors for Game Development
- 1 Introduction
- 2 Background
- 3 The STERIO Project
- 3.1 The STERIO Data Set
- 3.2 Sterio Reconstruction Tool
- 4 Experiments
- 5 Conclusion and Future Work
- References
- A Simplified Classification of Electronic Integrated Circuits Packages Based on Shape Descriptors
- 1 Introduction
- 2 Database Preparation
- 3 Proposed Method and Experimental Verification
- 3.1 Shape Descriptors
- 3.2 Shape Similarity Calculation
- 3.3 Experimental Verification
- 4 Conclusions and Future Work
- References
- Impact of ICT Infrastructure on the Processing of Large Raster Datasets
- 1 Introduction
- 2 Preprocess Description
- 3 Test Architecture and Test Variants
- 4 Results
- 5 Conclusions
- References
- Gated Recurrent Units for Intrusion Detection
- 1 Introduction
- 2 Related Work
- 3 Recurrent Neural Networks
- 3.1 Long Short-Term Memory and GRU
- 4 Experiments
- 4.1 Dataset
- 4.2 TensorFlow and Keras
- 4.3 Evaluation Metrics
- 4.4 Data Preprocessing and Experimental Setup
- 5 Results
- 6 Conclusion
- References
- Towards Mobile Palmprint Biometric System with the New Palmprint Database
- 1 Introduction
- 2 Related Work
- 3 Proposed Acquisition System
- 3.1 Software Description
- 3.2 Database Assumptions
- 4 Experiments and Obtained Results
- 5 Conclusions and Future Work
- References
- Vision System for Pit Detection in Cherries
- 1 Introduction
- 2 Proposed Acquisition System
- 2.1 Direct Light
- 2.2 Indirect Light
- 3 Experiment
- 4 Summary
- References
- The Impact of Distortions on the Image Recognition with Histograms of Oriented Gradients
- 1 Introduction
- 2 Histograms of Oriented Gradients
- 3 Image Distortion Models
- 3.1 Gaussian Noise
- 3.2 Quantization Noise
- 3.3 Salt-and-Pepper Noise
- 4 Experimental Study
- 4.1 Experimental Set-Up
- 4.2 Classification of Distorted Images
- 4.3 Applying Denoising Prior to Classification
- 4.4 Handling Unknown Distortion Level
- 5 Conclusions
- References
- Information and Communication Technology Forum 2019
- Traffic Feature-Based Botnet Detection Scheme Emphasizing the Importance of Long Patterns
- 1 Introduction
- 2 Previous Scheme
- 2.1 Shortcomings of Previous Scheme
- 3 Proposed Scheme
- 3.1 Normalizing Procedure
- 3.2 Ranking Procedure
- 4 Simulation Results
- 4.1 Detection Accuracy
- 4.2 Robustness to Noise
- 5 Conclusion
- References
- Performance Evaluation of the WSW1 Switching Fabric Architecture with Limited Resources
- 1 Introduction
- 2 The Switching Fabric
- 3 The Simulation Environment
- 4 Simulation Results
- 5 Conclusion
- References
- AI-Based Analysis of Selected Gait Parameters in Post-stroke Patients
- 1 Introduction
- 2 Materials and Methods
- 2.1 Methods
- 3 Results
- 4 Discussion and Summary
- References
- Classification of Multibeam Sonar Image Using the Weyl Transform
- 1 Introduction
- 2 Weyl Transform
- 2.1 The Binary Heisenberg-Weyl Group
- 2.2 The Weyl Representation
- 3 Methodology
- 3.1 Texture Descriptor Based on Weyl Transform
- 3.2 Combined Features for Multibeam Sonar Image
- 4 Experimental Results
- 4.1 Dataset
- 4.2 Results
- 5 Conclusion
- References
- Learning Local Image Descriptors with Autoencoders
- 1 Introduction
- 2 Preliminaries
- 3 Proposed Method
- 4 Experimental Evaluation
- 4.1 Robustness to Noise
- 4.2 Robustness to Missing Data
- 5 Conclusion
- References
- The Performance of Three-Hop Wireless Relay Channel in the Presence of Rayleigh Fading
- 1 Introduction
- 2 The First Order Performance of Product of Three Rayleigh Random Variables
- 2.1 PDF of Product of Three Rayleigh RVs
- 2.2 CDF of Product of Three Rayleigh RVs
- 2.3 Outage Probability of Product of Three Rayleigh RVs
- 2.4 Moment of n-th Order of Product of Three Rayleigh RVs
- 3 The Second Order Performance of Product of Three Rayleigh Random Variables
- 3.1 LCR of Product of Three Rayleigh RVs
- 3.2 AFD of Product of Three Rayleigh RVs
- 4 Conclusion
- References
- Simulation Study of Routing Protocols for Wireless Mesh Networks
- 1 Introduction
- 2 Routing Protocols
- 3 Simulaton Study
- 4 Simulation Results
- 5 Conclusions
- References
- Call-Level Analysis of a Two-Link Multirate Loss Model with Restricted Accessibility
- 1 Introduction
- 2 Review of the Two-Link System for Single-Rate Traffic
- 3 The Proposed Model
- 4 Numerical Examples - Evaluation
- 5 Conclusion
- References
- Performance Metrics in OFDM Wireless Networks Under the Bandwidth Reservation Policy
- 1 Introduction
- 2 Review of the P-S Model
- 3 A Recursive Formula for the Determination of Performance Metrics
- 4 Review of the P-S Model Under the MFCR Policy
- 5 The P-S Model Under the BR Policy
- 6 Evaluation
- 7 Conclusion
- References
- Traffic Modeling for Industrial Internet of Things (IIoT) Networks
- 1 Introduction
- 2 Modeling of Traffic Sources in Industrial Networks
- 2.1 Traffic Sources in Industrial Networks
- 2.2 Time-Triggered Traffic
- 2.3 Audio-Video Bridging Traffic
- 3 Proposed ON/OFF Models
- 3.1 Models
- 4 Types of Traffic in Industrial Networks
- 5 Conclusions
- References
- Modelling of Switching Networks with Multi-service Sources and Multicast Connections in the Last Stage
- 1 Introduction
- 2 Analytical Model of the Switching Network
- 3 Multicast Connections
- 4 Numerical Evaluation
- 5 Conclusion
- References
- The Analytical Model of Complex Non-Full-Availability System
- 1 Introduction
- 2 Traffic in Telecommunications and Computer Networks
- 3 State-Dependent Systems
- 4 Complex Non-Full-Availability System
- 4.1 Limited-Availability Group
- 4.2 Erlang's Ideal Grading
- 4.3 Analytical Model of a Complex Non-Full-Availability System
- 5 Numerical Examples
- 6 Conclusions
- References
- Model of a Multiservice Server with Stream and Elastic Traffic
- 1 Introduction
- 2 Model of a Server with Elastic and Stream Traffic
- 3 Numerical Example
- 4 Conclusions
- References
- The Analytical Model of 5G Networks
- 1 Introduction
- 2 Modelling of 5G Network
- 2.1 Distribution of Resources
- 2.2 Services Without Real-Time Constraint
- 2.3 Slices with Real-Time Service Streams
- 3 Exemplary Results
- 3.1 Autonomous Vehicle Control Slice
- 3.2 Media on Demand Slice
- 4 Conclusions
- References
- Simulation Studies of a Complex Non-Full-Availability Systems
- 1 Introduction
- 2 Complex Non-Full-Availability System
- 2.1 Description of the System
- 2.2 Non-Full-Availability Subsystem
- 2.3 Applied Algorithms for the Choice of Subsystems
- 3 Simulator of a Complex Non-Full-Availability System
- 4 Exemplary Results
- 5 Summary
- References
- Simulation Studies of Multicast Connections in Ad-Hoc Networks
- 1 Introduction
- 2 Problem Formulation
- 3 Simulation Study
- 4 Simulation Results
- 5 Conclusions and Future Work
- References
- V2X Communications for Platooning: Impact of Sensor Inaccuracy
- 1 On V2X Communications for Autonomous Driving
- 2 Implementation Issues
- 3 Role of Sensor for Wireless Communications in Platoons
- 4 Wireless Communication System - Challenges
- 4.1 Dynamic Spectrum Allocation
- 4.2 Context Information Databases
- 4.3 Impact of Sensor Inaccuracy on Usage of Information Available in Databases
- 5 Conclusions
- References
- Author Index
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