Generative AI models

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. 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