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Details
Table of Contents
Intro
Preface
Organization
Contents
Image Processing
Recurrent Multi-column 3D Convolution Network for Video Super-Resolution
1 Introduction
2 Related Work
3 Proposed Method
3.1 Motion Compensation on Previous SR Frame
3.2 3D Multi-column Block (3DMB)
4 Experience
4.1 Datasets and Training Details
4.2 Comparison with Other Advanced Methods
5 Conclusion
References
The Generative Adversarial Network Based on Attention Mechanism for Image Defogging
1 Introduction
2 Deep Residual Network and Memory Neural Network
2.1 Deep Residual Network (RESNET)
2.2 Long Short-Term Memory (LSTM)
3 The Structure of Generative Adversarial Network Based on Attention Mechanism
3.1 Generative Network
3.2 Discriminated Network
3.3 Loss Function
3.4 Experimental Parameter Setting and Training Process
4 Experiments and Result Analysis
4.1 Subjective Evaluation
4.2 Objective Evaluation
4.3 Dehazing Results Under Different Training Times
4.4 Comprehensive Evaluation
5 Conclusion
References
An Image Dehazing Algorithm Based on Adaptive Correction and Red Dark Channel Prior
1 Introduction
2 Red Dark Channel Prior Algorithms
2.1 Atmospheric Scattering Model
2.2 Dark Channel Prior Theory
2.3 Red Dark Channel Prior Theory
2.4 Transmittance
2.5 Atmospheric Light
2.6 Final Fogless Image Restoration
3 Post Processing of Defogging Image
3.1 Gamma Correction
3.2 Maximum Between-Class Variance Method
3.3 Gamma Correction Based on OTSU
4 Algorithm Flow Chart
5 Experimental Results and Analysis
5.1 Subjective Evaluation
5.2 Objective Evaluation Indicators
5.3 Objective Evaluation
6 Conclusion
References
Human Instance Segmentation
1 Introduction
2 Related Work
2.1 Instance Segmentation
2.2 Multi-person Human Pose Estimation
3 Method
3.1 Overview
3.2 Evaluation
4 Experiments
4.1 Datasets
4.2 Results
5 Conclusion
References
UAV Aerial Image Detection Based on Improved FCOS Algorithm
1 Introduction
2 FCOS Algorithm
3 Improved FCOS for Aerial Images
3.1 Improved Fusion Layer
3.2 Center-Sampling Strategy
3.3 Improved Loss Function
3.4 Multi-scale Training Strategy
4 Experiment and Result Analysis
4.1 Data Set Preparation and Model Training
4.2 Experimental Results and Theoretical Analysis
5 Conclusion
References
FaceCode: An Artistic Face Image with Invisible Hyperlink
1 Introduction
2 Methodology
2.1 Style Transfer
2.2 Information Hiding
3 Experimental Results and Analysis
3.1 Implementation Details
3.2 Results of Visual Quality
3.3 Results of Information Extracting
4 Conclusion
References
Single Image Deraining via Multi-scale Gated Feature Enhancement Network
1 Introduction
2 The Proposed Method
2.1 Network Architecture
Preface
Organization
Contents
Image Processing
Recurrent Multi-column 3D Convolution Network for Video Super-Resolution
1 Introduction
2 Related Work
3 Proposed Method
3.1 Motion Compensation on Previous SR Frame
3.2 3D Multi-column Block (3DMB)
4 Experience
4.1 Datasets and Training Details
4.2 Comparison with Other Advanced Methods
5 Conclusion
References
The Generative Adversarial Network Based on Attention Mechanism for Image Defogging
1 Introduction
2 Deep Residual Network and Memory Neural Network
2.1 Deep Residual Network (RESNET)
2.2 Long Short-Term Memory (LSTM)
3 The Structure of Generative Adversarial Network Based on Attention Mechanism
3.1 Generative Network
3.2 Discriminated Network
3.3 Loss Function
3.4 Experimental Parameter Setting and Training Process
4 Experiments and Result Analysis
4.1 Subjective Evaluation
4.2 Objective Evaluation
4.3 Dehazing Results Under Different Training Times
4.4 Comprehensive Evaluation
5 Conclusion
References
An Image Dehazing Algorithm Based on Adaptive Correction and Red Dark Channel Prior
1 Introduction
2 Red Dark Channel Prior Algorithms
2.1 Atmospheric Scattering Model
2.2 Dark Channel Prior Theory
2.3 Red Dark Channel Prior Theory
2.4 Transmittance
2.5 Atmospheric Light
2.6 Final Fogless Image Restoration
3 Post Processing of Defogging Image
3.1 Gamma Correction
3.2 Maximum Between-Class Variance Method
3.3 Gamma Correction Based on OTSU
4 Algorithm Flow Chart
5 Experimental Results and Analysis
5.1 Subjective Evaluation
5.2 Objective Evaluation Indicators
5.3 Objective Evaluation
6 Conclusion
References
Human Instance Segmentation
1 Introduction
2 Related Work
2.1 Instance Segmentation
2.2 Multi-person Human Pose Estimation
3 Method
3.1 Overview
3.2 Evaluation
4 Experiments
4.1 Datasets
4.2 Results
5 Conclusion
References
UAV Aerial Image Detection Based on Improved FCOS Algorithm
1 Introduction
2 FCOS Algorithm
3 Improved FCOS for Aerial Images
3.1 Improved Fusion Layer
3.2 Center-Sampling Strategy
3.3 Improved Loss Function
3.4 Multi-scale Training Strategy
4 Experiment and Result Analysis
4.1 Data Set Preparation and Model Training
4.2 Experimental Results and Theoretical Analysis
5 Conclusion
References
FaceCode: An Artistic Face Image with Invisible Hyperlink
1 Introduction
2 Methodology
2.1 Style Transfer
2.2 Information Hiding
3 Experimental Results and Analysis
3.1 Implementation Details
3.2 Results of Visual Quality
3.3 Results of Information Extracting
4 Conclusion
References
Single Image Deraining via Multi-scale Gated Feature Enhancement Network
1 Introduction
2 The Proposed Method
2.1 Network Architecture