Multimedia and Network Information Systems

Name: Multimedia and Network Information Systems | Proceedings of the 11th International Conference MISSI 2018
Brand: Springer
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Proceedings of the 11th International Conference MISSI 2018

Kazimierz Choros Marek Kopel Elzbieta Kukla Andrzej Sieminski(Editor)

Springer (Publisher)

1st Edition

Published on 4. September 2018

XX, 599 pages

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978-3-319-98678-4 (ISBN)

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Content

Intro
Preface
Organization
General Chair
Steering Committee
Special Session Chair
Organizing Chair
Publicity Chairs
Keynote Speakers
Main Track and Special Session International Program Committee
Additional Reviewers
Special Session Organizers
Satellite Workshop IWCIM-6th International Workshop on Computational Intelligence for Multimedia Understanding
AMIS-Special Session on Accessing Multilingual Information and Opinions
IAP-Special Session on Intelligent Audio Processing
INWEBTECH-Special Session on Innovations in Web Technologies
VGDMT 2018-Special Session on Video Game Development Methods and Technologies
Contents
Invited Papers
Identity Recognition by Incremental Learning
References
Modern Approaches to Multi-dimensional Visual Signals Analysis
References
New Applications of Sound and Vision Engineering
Multimedia Systems
A Concept of Visual Knowledge Representation
Abstract
1 Introduction
1.1 Categorical Perception
2 The Concept of Image Wiki
2.1 Preliminaries
2.2 How to Build Such a System?
3 The System Navigation and the User Interface
4 Conclusions and Further Works
References
Three-Dimensional Multi-resolution and Hardware Accelerated Compression for the Efficient Interactive Web Applications
1 Introduction
2 Related Work
3 Three-Dimensional Compression Using Multi-resolution Analysis and Transform
3.1 Hardware Accelerated Multi-resolution Analysis and Compression
4 Quality Benchmarks
5 Conclusions
References
Using the Virtual Assistant Alexa as a Communication Channel for Road Traffic Situation
Abstract
1 Introduction
1.1 Virtual Assistants
2 Building the Skills for Alexa
2.1 Questions Proposal
2.2 Architecture
2.3 First Alexa Skill
2.4 Second Alexa Skill
2.5 Pilot Study
3 Conclusion
Acknowledgment
References
Application of the Sensor Fusion for the System to Track Human Upper Limb Motion
1 Introduction
2 Related Works
3 Materials and Methods
3.1 Experimental Design
3.2 Data Acquisition
3.3 The System to Visualize Human Upper Limb Motion
3.4 Introduction to Sensor Fusion
4 Algorithm for Estimating the Upper Limb Kinematic Chain
4.1 Twists and Exponential Maps
4.2 Kinematic Chain
5 Results and Disscussion
6 Conclusions
References
Estimation of the Amount of Noise in Digital Images Using Finite Differences
Abstract
1 Introduction
2 Noise Estimation Using Finite Differences
3 Maximally Flat Frequency Characteristic Filter
4 Results
References
Linear Filtering of Blurry Photos
Abstract
1 Introduction
2 Linear Equalization Filter
3 Examples of Filters
4 Application of Filters for Image Equalization
5 Conclusion
Acknowledgments
References
A First Summarization System of a Video in a Target Language
1 Introduction
2 Different Components of AMIS
2.1 Video Summarization
2.2 Speech Recognition System
2.3 Machine Translation
2.4 Text Summarization
2.5 Audio Summarization
3 Global Architecture
4 Objective Evaluation
5 Subjective Evaluation
6 Conclusion
References
Comparative Analysis of Accuracy of Fuzzy Clustering Methods Applied for Image Processing
1 Introduction
1.1 Clustering and Image Processing
1.2 Fuzzy C-Means (FCM) Algorithm
2 Related Work
3 BFPM and Image Processing
3.1 BFPM Algorithm
4 Experimental Verification
5 Conclusion
References
An Efficient Method for Sign Language Recognition from Image Using Convolutional Neural Network
1 Introduction
2 Related Work
3 Approach and Methods
3.1 Dataset
3.2 Learning
4 Experiments and Results
5 Conclusions and Future Works
References
Audio/Speech Coding Based on the Perceptual Sparse Representation of the Signal with DAE Neural Network Quantizer and Near-End Listening Enhancement
Abstract
1 Introduction
2 Coding Algorithm Workflow
2.1 Brief Algorithm Overview
2.2 Time-Frequency Functions Dictionary Collecting
2.3 MP Stage with Perceptually Optimized Dictionaries
3 DAE Neural Network Quantizer
4 Decoder Based Near-End Listening Enhancement Algorithm Description
5 Experimental Results
6 Conclusions
References
The Features and Functions of an Effective Multimedia Information Retrieval System (MMIR)
Abstract
1 Introduction
2 Definition and Division of MMIR
3 Criteria for Information Retrieval
4 Standards and Regulations
4.1 Standards for the Description of Multimedia Objects
4.2 Standards Developed by the International Organization for Standardization (ISO)
5 Features of an Effective MMIR
5.1 Completeness and Consistency
5.2 External Behavior of the System
5.3 Future Potential Changes in System Requirements
5.4 Limitations Under Which the System Will Work
5.5 Easy Modification
5.6 Behavior of the System in Undesirable Situations
6 Projects and Experiments
7 Conclusion
References
Web Systems and Network Technologies
YouTube Timed Metadata Enrichment Using a Collaborative Approach
Abstract
1 Introduction
2 Related Work
3 YouTube Video Platform
3.1 Search Engine
3.2 Captions Mechanisms
4 Proposed Methodology
4.1 Annotation Game
4.2 Integrating the YouTube Platform and the Annotation Mechanism
4.3 System Work Flow Process
5 System Evaluation
6 Conclusion
Acknowledgements
References
Improving the Responsiveness of Geospatial Web Applications Through Client-Side Processing
1 Introduction
2 State of the Art
2.1 Spatial Reference Systems
2.2 Spatially-Enabled Databases
3 Problem Statement
4 Outline of Possible Approaches
5 Experiments and Results
5.1 Experiment Setup
5.2 Results
6 Conclusions
References
Isotone Galois Connections and Generalized One-Sided Concept Lattices
1 Introduction
2 Isotone Galois Connections and One-Sided Concept Lattices
3 Open and Closed Approximation of the Subsets of Objects
4 Conclusions
References
Transfer Learning in GMDH-Type Neural Networks
1 Introduction
2 Convolutional Neural Networks for Face Recognition
3 Group Method of Data Handling and Transfer Learning
4 Experiments
5 Conclusion
References
Modelling of Taxi Dispatch Problem Using Heuristic Algorithms
1 Introduction
2 Model Description
3 Numerical Analysis and Experiments
4 Concluding Remarks
References
Malware Detection Using Black-Box Neural Method
Abstract
1 Introduction
2 Related Work
2.1 Feature Representation
2.2 Feature Representation
2.3 Classification
3 Convolution Neural Networks
4 Convolution Neural Networks for the Microsoft Kaggle System
5 Conclusions
References
Intrusion Detection and Risk Evaluation in Online Transactions Using Partitioning Methods
1 Introduction
1.1 Network Security
1.2 Partitioning Methods
2 Related Work
3 Supervised and Unsupervised BFPM
3.1 BFPCM Algorithm
3.2 BFPM Algorithm
4 Experimental Verification
5 Conclusion
References
Prediction of Autism Severity Level in Bangladesh Using Fuzzy Logic: FIS and ANFIS
Abstract
1 Introduction
2 Background
3 Related Works
4 Methodology
4.1 Data Acquisition
4.2 Mamdani Fuzzy Inference System
4.3 ANFIS (Adaptive Network-Based Fuzzy Inference System)
5 Result and Analysis
6 Discussion and Future Work
Acknowledgments
References
Natural Language Processing and Information Retrieval
A Framework for Analyzing Academic Data
1 Introduction
2 Related Works
3 The Framework for Analysing Academic Data
3.1 Data Collection
3.2 Collaborator Recommendation
3.3 Academic Venue Recommendation
3.4 Expert Finding
3.5 Expert Group Prediction
4 Conclusion and Future Work
References
Verifying Usefulness of Algorithms for WordNet Based Similarity Sense Disambiguation
Abstract
1 Introduction
2 Related Work
2.1 Basic Problems of Disambiguation
2.2 Taxonomy of WSD
3 Language Resources for Disambiguation
3.1 WordNet
3.2 Brown Corpus
4 WordNet Based Word Disambiguation
4.1 Approaches to Sysnset Similarity Estimation
4.2 Approaches to the Selection of Senses
5 Experiment Setup
5.1 Data Preprocessing
5.2 Word Sense Selection
5.3 Experiment Results and Their Evaluation
6 Conclusions
References
Comparison of Paragram and Glove Results for Similarity Benchmarks
Abstract
1 Introduction
2 Related Work
3 Method
3.1 Baseline
3.2 Implementing Relational Knowledge into the Vector Space Model
3.3 Localized Centering
3.4 Ranking Based Similarity Function
4 Evaluation
4.1 Experimental Setup
4.2 Heuristic Improvement
4.3 Sense Recognition
5 Conclusions
References
Calculating Optimal Queries from the Query Relevance File
Abstract
1 Introduction
2 Related Works
3 Method
3.1 TF-IDF Framework
3.2 Term Representativeness
3.3 Term Usability
3.4 Term Evaluation Score
4 Evaluation
4.1 Analysis of the Term Representativeness Property
4.2 Analysis of the Term Usability Property
4.3 Evaluation of the Optimal Queries
5 Conclusions
Acknowledgments
References
Survey on Neural Machine Translation into Polish
Abstract
1 Introduction
2 Toolkits Used in the Research
3 Data Preparation
4 Experiments
5 Conclusions
References
Multilingual and Intercultural Competence for ICT: Accessing and Assessing Electronic Information in the Global World
Abstract
1 Global Intercultural Environment in ICT: English as a Lingua Franca
2 Current Situation in the ICT Regarding Interculturality
3 Research
3.1 Research Question
3.2 Research Methodology
3.3 Research Results and Discussion
4 Conclusion
Acknowledgment
References
Selection of Most Suitable Secondary School Alternative by Multi-Criteria Fuzzy Analytic Hierarchy Process
Abstract
1 Introduction
2 Related Works
3 Methodology
3.1 Data Collection and Pre-processing
3.2 User Inputs
3.3 Criteria Weight Calculation
3.4 Criteria-Wise Score Calculation for Alternatives
3.5 Criteria-Wise Comparison Matrix Formation for Alternatives and Final Calculation
4 Demonstration and Result Analysis
4.1 Demonstration of Calculation
4.2 Analysis
5 Conclusion
References
Comparison of the Novel Classification Methods on the Reuters-21578 Corpus
Abstract
1 Introduction
2 Dataset
3 Classification
3.1 Multinomial Naïve Bayes
3.2 AdaBoost
3.3 Gradient Boost
3.4 XGBoost
4 Evaluation
5 Conclusions
Acknowledgements
References
Computational Intelligence for Multimedia Understanding
Deep Learning Techniques for Visual Food Recognition on a Mobile App
1 Introduction
2 Datasets
3 Comparison of Various CNN Architectures
4 Experiments
5 Mobile Application Development
6 Conclusions and Future Work
References
To Identify Hot Spots in Power Lines Using Infrared and Visible Sensors
1 Introduction
2 The SCIADRO Project
3 Methods
3.1 Image Registration
4 Power Line Detection
4.1 Histogram Base Thresholding
5 Conclusions
References
Sparse Solution to Inverse Problem of Nonlinear Dimensionality Reduction
Abstract
1 Introduction
2 Theoretical Background
2.1 Inverse Problem of NLDR
2.2 Sparse Solution to Inverse Problems
3 Proposed Theoretical Framework
3.1 Theoretical Architecture
3.2 Special Solution to ISOMAP
4 Experiments
4.1 Experiment Preparation
4.2 Experiment of Image Reconstruction
4.3 Experiment of Video Reconstruction
5 Conclusions
References
Towards Structural Monitoring and 3D Documentation of Architectural Heritage Using UAV
1 Introduction
2 Related Works
3 The Solution
4 Experimental Setup and Preliminary Results
5 Conclusions
References
Remote Sensing for Maritime Monitoring and Vessel Prompt Identification
1 Introduction
2 Processing Techniques
2.1 Ship Detection
2.2 Ship Fine Segmentation
2.3 Ship Classification and Identification
2.4 Ship Kinematics Estimation
3 Implementation
4 Conclusions
References
Deep Learning Approach to Human Osteosarcoma Cell Detection and Classification
1 Introduction
2 Related Works
3 Materials and Methods
3.1 Cells Culture
3.2 Data Set Collection and Annotation
3.3 CNN for Cell Detection and Classification
4 Results
4.1 CNN Training
4.2 CNN Accuracy
5 Conclusions
References
Detection of Suspicious Accounts on Twitter Using Word2Vec and Sentiment Analysis
1 Introduction
2 Data Pre-processing
2.1 Data Set Description
2.2 Language Translation
2.3 Tokenization
3 Data Analysis
3.1 Word Frequencies
3.2 Classification
3.3 Transfer Learning and Outside Data Sources
3.4 Sentiment Analysis
3.5 Word2Vec Approach
3.6 Support Vector Machine (SVM) Classifier
4 Conclusion and Perspectives
References
A Hybrid CNN Approach for Single Image Depth Estimation: A Case Study
1 Introduction
2 Related Work
3 Network Architecture
4 Training
4.1 Dataset and Augmentation
4.2 Loss Function
4.3 Hyper-parameter Selection
5 Evaluation
6 Conclusion
References
Accessing Multilingual Information and Opinions
Cross-Lingual Speech-to-Text Summarization
1 Introduction
2 Related Work
3 Our Proposition
3.1 Ranking Sentences
3.2 Multi-Sentence Compression
4 Experimental Setup
4.1 Dataset
4.2 Transcription Error Simulation
4.3 Automatic Segmentation
4.4 Automatic Evaluation
5 Experimental Evaluation
6 Conclusion
References
A Proposed Methodology for Subjective Evaluation of Video and Text Summarization
Abstract
1 Introduction and Literature Review
1.1 Introduction
1.2 Literature Review
2 Experiment Design - Participants and Protocol for the Whole Integrated System
3 Results
Acknowledgements
References
Collection, Analysis and Summarization of Video Content
1 Introduction
2 Collection of Video Sequences
3 Analysis of Video Sequence Duration
4 Summarization to Image
4.1 Recognition of Unique Human Faces
4.2 Background Images
4.3 Automatic Speech Recognition and Sentence Boundary Detection
4.4 Summarization Solution
5 Results
6 Discussion and Conclusions
References
An Integrated AMIS Prototype for Automated Summarization and Translation of Newscasts and Reports
1 Introduction
2 Content Database
3 Scenarios and Integration
3.1 Scenario 1 - Sc1
3.2 Scenario 2 - Sc2
3.3 Scenario 3 - Sc3
3.4 Scenario 4 - Sc4
4 Available Modules
4.1 Video Based Summarization
4.2 Audio Based Summarization
4.3 Text Based Summarization
4.4 Automatic Speech Recognition
4.5 Machine Translation
4.6 Subtitle Processing
4.7 Video Processing
5 Summary
References
Evaluation of Multimedia Content Summarization Algorithms
1 Introduction
2 Source Data
3 Annotation Method
3.1 Annotation Procedure
3.2 Evaluation Algorithm
3.3 Experiment Results
4 Tag-Based Method
4.1 Tag Selection
4.2 Evaluation Algorithm
4.3 Experiment Results
5 General Results and Conclusions
References
A Knowledge Discovery from Full-Text Document Collections Using Clustering and Interpretable Genetic-Fuzzy Systems
1 Introduction
2 A Hybrid System for Full-Text Documents Processing
2.1 Bag of Words Module
2.2 A Self-organizing Neural Network with Dynamically Evolving One-Dimensional Topological Structure
2.3 Interpretability-Oriented Fuzzy Rule-Based Classifier
3 Application to Knowledge Discovery from Text Documents
3.1 Preparing the Numerical Model of Document Collection
3.2 Determining the Number of Groups and Grouping of Documents
3.3 Knowledge Discovery from Documents
4 Conclusions
References
Microservices Architecture for Content-Based Indexing of Video Shots
Abstract
1 Introduction
2 Video Indexing Services
2.1 The facerv Service
2.2 The textdrv Service
2.3 The speechrv Service
3 Experiments and Accuracy Report
4 Summary
References
Intelligent Audio Processing
Spatial Audio Scene Characterization (SASC)
Abstract
1 Introduction
2 Related Work
3 Corpus and Annotation of Audio Recordings
4 Feature Extraction
4.1 Theta Metric
4.2 Remaining Metrics
5 Machine Learning-Based Classification
6 Results
7 Conclusions and Future Work
Acknowledgments
References
Automatic Clustering of EEG-Based Data Associated with Brain Activity
Abstract
1 Introduction
2 Signal Processing
2.1 Signal Acquisition
2.2 Data Processing
3 Experiment Results
4 Conclusions
Acknowledgments
References
Comparative Analysis of Spectral and Cepstral Feature Extraction Techniques for Phoneme Modelling
Abstract
1 Introduction
2 Parameter Extraction Techniques
2.1 Extraction of Cepstral Features
2.2 Extraction of Spectral Features
3 Data Analyzed
4 Technique of Phoneme Classification
5 Experiment Results
6 Conclusions
Acknowledgment
References
Selection of Features for Multimodal Vocalic Segments Classification
1 Introduction
2 Data
2.1 Recording Sessions
2.2 Data Acquisition
3 Feature Extraction
3.1 Wide-Height
3.2 Grid - Shifting
4 Classification with Neural Network
5 Multimodal Approach
6 Parameter Set Reduction
6.1 Feature Importance Assessed with ERT
6.2 PCA-Based Data Reduction
6.3 Recursive Parameter Elimination
7 Conclusions
References
Innovations in Web Technologies
Weight Adaptation Stability of Linear and Higher-Order Neural Units for Prediction Applications
Abstract
1 Introduction
2 Static Neural Models for Prediction
2.1 Linear Neural Unit
2.2 Quadratic Neural Unit
2.3 Cubic Neural Unit
3 Dynamic Neural Models for Prediction
3.1 Dynamic Quadratic Neural Unit
4 Weight Adaptation Stability
5 Discussion
6 Conclusions
Acknowledgements
References
Visual Analysis of Differential Evolution Algorithms
Abstract
1 Introduction
2 Tool for Analyzing Differential Evolution Algorithms
2.1 Algorithm Behavior Menu
2.2 Algorithm Status Menu
3 Experimental Results
3.1 Execution of Best Individual View
3.2 Execution of Convergence Diagram View
4 Conclusions
Acknowledgements
References
PCA Algorithms in the Visualization of Big Data from Polish Digital Libraries
Abstract
1 Introduction
2 Parallel Research Problem: Data
3 Methodology
4 Results
5 Conclusion and Discussion
References
Recognition of the Pathology of the Human Movement with the Use of Mobile Technology and Machine Learning
Abstract
1 Introduction
2 Related Work
3 Characteristics of Normal and Pathological Gait
4 Technology Platform and Test Environment
4.1 Requirements for Sensors for Measuring Human Movement
4.2 Supervised Machine Learning in Human Gaits Recognition
4.3 Classification
5 Methods
5.1 Data Acquisition
5.2 Data Preprocessing - Filtration and Feature Extraction
5.3 Classification and Determination Spatio-Temporal Gait Parameters
6 Results
7 Conclusions
References
A Multimedia Platform for Mexican Cultural Heritage Diffusion
Abstract
1 Introduction
2 Design
3 Prototype
4 Conclusions
References
Authentication Mechanism to Access Multiple-Domain Multimedia Data
Abstract
1 Introduction
2 Related Work
3 Architecture
4 Implementation
5 Evaluation and Analysis
6 Conclusions
References
Video Game Development Methods and Technologies
Accident Prevention System During Immersion in Virtual Reality
1 Introduction
1.1 Related Work
2 Real-Time Warning System
2.1 Architecture of the System
2.2 Motion Analysis on Video
3 Experiments
4 Conclusions
References
Design and Development of "Battle Drone" Computer-Based Trading Card Game (CTCG)
Abstract
1 Introduction
2 Research Procedures
3 Game Concept and Design
3.1 Game Rules
3.2 Gameplay Concept
3.3 Character and Game Environment Design
4 Results and Discussion
4.1 Game Cards
4.2 Game Art
4.2.1 Drone Character - Monster
4.2.2 Battle Drone CTCG Interface
5 Game Testing
6 Conclusion
References
Wide Field of View Projection Using Rasterization
1 Introduction
2 Related Works
2.1 Ray-Tracing Projection Methods
2.2 Vertex Projection Methods
2.3 Image Projection Methods
3 Methods
3.1 Rectilinear Projection
3.2 Curvilinear Vertex Projection
3.3 Sphere Mapping with Pre-clip Tessellation
3.4 Barrel Distortion
3.5 Piecewise Perspective Projection
3.6 Cube Mapping to Spherical Coordinates Projection
4 Results
5 Conclusions and Future Work
References
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Multimedia and Network Information Systems

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