The generative AI is especially powerful in several areas, such as text generation (product description, article writing), image and video generation (AI-generated pictures and videos for marketing industry), and voice and sound generation (for film industry). This book edition covers different topics of generative AI models, including: image generation techniques, video generation techniques, speech / voice generation techniques, and societal and ethical issues of these models.

lgrsnf/generative-ai-models-jovan-pehcevski.pdf

zlib/no-category/Pehcevski J./Generative AI models_29898206.pdf

Pehcevski J.

Arcler Education Inc

Society Publishing

Delve Publishing

Canada - English Language, Canada

Cover
HalfTitle Page
Title Page
Copyright
Declaration
About the Editor
Table of Contents
List of Contributors
List of Abbreviations
Preface
Section 1: Image Generation Techniques
Chapter 1: Research on Image Generation and Style Transfer Algorithm Based on Deep Learning
Abstract
Introduction
Related Model Analysis
The Method of this Paper
Main Results
Conclusion
References
Chapter 2: An Overview of Image Caption Generation Methods
Abstract
Introduction
Feature Extraction Methods
Attention Mechanism
Dataset and Evaluation
Conclusion
Acknowledgments
References
Chapter 3: Application of an Improved DCGAN for Image Generation
Abstract
Introduction
Improved Design of the Structure of the Dcgan
Construction of the Image Generation Models Based on the Dcgan And Gans
Comparative Analysis and Assessment of Image Generation Quality
Discussion and Conclusions
Acknowledgments
References
Chapter 4: Private Face Image Generation Method Based on Deidentification in Low Light
Abstract
Introduction
Related Work
The Proposed Method
Experiments and Analysis
Conclusion
Authors’ Contributions
Acknowledgments
References
Chapter 5: Application of Remote Sensing Image Data Scene Generation Method in Smart City
Abstract
Introduction
The Proposed Method
Experiments
Discussion
Conclusions
Acknowledgments
References
Section 2: Video Generation Techniques
Chapter 6: Realistic Speech-Driven Talking Video Generation with Personalized Pose
Abstract
Introduction
Related Work
Methods
Experiments
Conclusion and Future Work
Acknowledgments
References
Chapter 7: Video Transformation in Big Video Era and its Impact on Content Editing
Abstract
Introduction
Literature Review
Analysis of the Positive Impact of the Big Video Era on Video Orientation
Analysis of the Negative Impact of the Big Video Era on Video Orientation
New Requirements of Video Content Editing in the Big Video Era
Conclusion
References
Chapter 8: A Fast Depth-Map Generation Algorithm Based on Motion Search from 2D Video Contents
Abstract
Introduction
The Proposed Depth-map Generation Algorithm
Experimental Results
Conclusions
References
Chapter 9: Adaptive Content Management for UGC Video Delivery in Mobile Internet Era
Abstract
Introduction
Framework Design
Key Algorithms
Simulation and Evaluation
Related Work
Conclusions
Acknowledgments
References
Section 3: Voice And Speech Generation
Chapter 10: Generating the Voice of the Interactive Virtual Assistant
Abstract
Introduction
Speech Processing Fundamentals
Text Processing
Acoustic Modelling
Open Resources and Tools
Quality Measurements
Conclusions and Open Problems
References
Chapter 11: Voice Quality Modelling for Expressive Speech Synthesis
Abstract
Introduction
Speech Material
Expressive Speech Style Transformation
Perceptual Assessment
Conclusions And Future Work
References
Chapter 12: Prosodically Rich Speech Synthesis Interface Using Limited Data of Celebrity Voice
Abstract
Introduction
Parametric Speech Synthesis Based on Hmms
Speech Materials With A Rich Prosodic Personality
Prosodic Personality Improvement With Limited Data
Experiments
Conclusion
Acknowledgements
Notes
References
Chapter 13: Resources for Development of Hindi Speech Synthesis System: An Overview
Abstract
Introduction
Hindi Text Encoding
Corpora Development in Hindi Language
Challenges in Database Preparation
Conclusions
References
Section 4: Societal And Ethical Issues
Chapter 14: How AI-Human Symbiotes May Reinvent Innovation and What the New Centaurs Will Mean for Cities
Abstract
Introduction: Chess Doomsday
Understanding Centaurs
Centaurs and Innovation
Centaurs and the City
Conclusion: Who Would Ever Want to Be a Centaur?
Acknowledgements
Notes
References
Chapter 15: AI, Automation and New Jobs
Abstract
Introduction
Relevant Literature
Automation and New Jobs
Skill, Technologies and New Jobs
Theoretical Model
Conclusion
Notes
References
Chapter 16: Discussion on the Development of Artificial Intelligence in Taxation
Abstract
Introduction
How is AI Applied In Taxation?
The Development of AI in China
Global Developments
Conclusions
References
Chapter 17: AI and Zen: AI Films as Reflections on Reality and Illusion
Abstract
Introduction
The Question of Reality And Zen
Reflection on the Reality of the World
Reflection on the Reality of Human Distinctiveness
Reflection on the Reality of “self”
Findings
Summary
References
Chapter 18: Ecologically Sound Procedural Generation of Natural Environments
Abstract
Introduction
Related Work
Basic Approach
Vegetation Model
Visualization Model
Implementation
Results and Discussion
Conclusion
Acknowledgments
References
Index
Back Cover

2024-09-03