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Table of Contents
Intro
Preface
Contents
Part I: Digital Signal and Image Processing
A Deep Learning-Based Approach for Camera Switching in Amateur Ice Hockey Game Broadcasting
1 Introduction
2 Our Approach
2.1 Data Collection
2.2 Our Deep Learning Network
2.3 Our Camera Switching Approach
3 Evaluation and Discussion
References
Performance of LDA Versus PCA in Nonideal Lighting Environment
1 Introduction
2 Literature Review
3 PCA Technique
3.1 Theoretical Background
3.2 PCA Applied to Face Recognition
3.2.1 Training Phase
3.2.2 Recognition Phase
4 LDA Technique
5 Computer Simulation
6 Conclusion
References
The Effect of the Audio Signals on the Brain for EEG-Based Attentiveness Recognition
1 Introduction
1.1 Brain-Machine Interface and EEG
1.2 Attention
2 Methodology
2.1 Specification of Experiment
2.2 Equipment of the Experiment
3 Data Acquisition and Preprocessing
4 Feature Extraction and Analysis
4.1 The Filtering in the EEGlab
4.2 Manually Filtering
4.3 Data Analysis
5 Discussion
5.1 Mixed Signals
5.2 Distance
5.3 Insensitivity of the Equipment
6 Conclusion
References
EMG-Based View Controller Using VR Applications
1 Introduction
1.1 Motivation
1.2 Background
1.3 Report Structure
2 System Design
2.1 EMG Signal Collection
2.2 Data Process
2.3 Interface Software
3 Methods
3.1 Feature Extraction
3.2 Classification
4 Experiment
4.1 Sampling Muscles
4.1.1 About the Muscles Related to Experiments
4.1.2 About the Experimental Process and Precautions
4.2 Experiment Outcome
5 Conclusion
References
Comparison and Application of Two Face Detection Algorithms
1 Introduction
2 Related Work
2.1 Viola-Jones
2.2 MTCNN
3 Experimental Setup
4 Experimental Results
4.1 The Results of Viola-Jones
4.2 The Results of MTCNN
5 Conclusion
References
Research on Sound Field Evaluation of Urban Walking Street Through Sound Environment Perception
1 Introduction
2 Spatial Visibility Theory and Spatial Pattern of Walking Streets
2.1 Spatial Visibility Theory
2.2 Spatial Pattern of Walking Streets
3 Field Measurement and Simulation Results
3.1 Objective Evaluation and Analysis of the Sound Environment of Calligraphy Greenway
3.2 Computer Simulation of the Sound Environment of Calligraphy Greenway
4 Evaluation and Influence of Commercial Pedestrian Streets
4.1 Evaluation of Commercial Pedestrian Street Perception
5 Conclusion
References
Part II: Modern Information Technology and Management
Implementation of Machine and Deep Learning Algorithms to Detect Gaps in a Sheet Metal Industry: A Case Study
1 Introduction
2 Literature Review
3 Study Methodology
3.1 Machine Learning Algorithm Description
3.2 Complexity
4 Description of the Case Company
5 Result Analysis
Preface
Contents
Part I: Digital Signal and Image Processing
A Deep Learning-Based Approach for Camera Switching in Amateur Ice Hockey Game Broadcasting
1 Introduction
2 Our Approach
2.1 Data Collection
2.2 Our Deep Learning Network
2.3 Our Camera Switching Approach
3 Evaluation and Discussion
References
Performance of LDA Versus PCA in Nonideal Lighting Environment
1 Introduction
2 Literature Review
3 PCA Technique
3.1 Theoretical Background
3.2 PCA Applied to Face Recognition
3.2.1 Training Phase
3.2.2 Recognition Phase
4 LDA Technique
5 Computer Simulation
6 Conclusion
References
The Effect of the Audio Signals on the Brain for EEG-Based Attentiveness Recognition
1 Introduction
1.1 Brain-Machine Interface and EEG
1.2 Attention
2 Methodology
2.1 Specification of Experiment
2.2 Equipment of the Experiment
3 Data Acquisition and Preprocessing
4 Feature Extraction and Analysis
4.1 The Filtering in the EEGlab
4.2 Manually Filtering
4.3 Data Analysis
5 Discussion
5.1 Mixed Signals
5.2 Distance
5.3 Insensitivity of the Equipment
6 Conclusion
References
EMG-Based View Controller Using VR Applications
1 Introduction
1.1 Motivation
1.2 Background
1.3 Report Structure
2 System Design
2.1 EMG Signal Collection
2.2 Data Process
2.3 Interface Software
3 Methods
3.1 Feature Extraction
3.2 Classification
4 Experiment
4.1 Sampling Muscles
4.1.1 About the Muscles Related to Experiments
4.1.2 About the Experimental Process and Precautions
4.2 Experiment Outcome
5 Conclusion
References
Comparison and Application of Two Face Detection Algorithms
1 Introduction
2 Related Work
2.1 Viola-Jones
2.2 MTCNN
3 Experimental Setup
4 Experimental Results
4.1 The Results of Viola-Jones
4.2 The Results of MTCNN
5 Conclusion
References
Research on Sound Field Evaluation of Urban Walking Street Through Sound Environment Perception
1 Introduction
2 Spatial Visibility Theory and Spatial Pattern of Walking Streets
2.1 Spatial Visibility Theory
2.2 Spatial Pattern of Walking Streets
3 Field Measurement and Simulation Results
3.1 Objective Evaluation and Analysis of the Sound Environment of Calligraphy Greenway
3.2 Computer Simulation of the Sound Environment of Calligraphy Greenway
4 Evaluation and Influence of Commercial Pedestrian Streets
4.1 Evaluation of Commercial Pedestrian Street Perception
5 Conclusion
References
Part II: Modern Information Technology and Management
Implementation of Machine and Deep Learning Algorithms to Detect Gaps in a Sheet Metal Industry: A Case Study
1 Introduction
2 Literature Review
3 Study Methodology
3.1 Machine Learning Algorithm Description
3.2 Complexity
4 Description of the Case Company
5 Result Analysis