1st Edition

Generative Adversarial Networks and Deep Learning Theory and Applications

222 Pages 106 B/W Illustrations
by Chapman & Hall

222 Pages 106 B/W Illustrations
by Chapman & Hall

222 Pages 106 B/W Illustrations
by Chapman & Hall

This book explores how to use generative adversarial networks in a variety of applications and emphasises their substantial advancements over traditional generative models. This book's major goal is to concentrate on cutting-edge research in deep learning and generative adversarial networks, which includes creating new tools and methods for processing text, images, and audio. A Generative... Read more

Chapter 1. Generative Adversarial Networks and Its Use cases

Chaitrali Sorde, Anuja Jadhav, Swati Jaiswal, Hirkani Padwad, Roshani Raut

Chapter 2. Image-to-Image Translation using Generative Adversarial Networks

Digvijay Desai, Shreyash Zanjal, Abhishek Kasar, Jayashri Bagade, Yogesh Dandawate

Chapter 3. Image Editing Using Generative Adversarial Network

Anuja Jadhav, Chaitrali landge, Swati Jaiswal, Roshani Raut, Atul Kathole,

Chapter 4. Generative Adversarial Networks for Video-to-Video Translation 

Yogini Borole, Roshani Raut

Chapter 5. Security Issues in Generative Adversarial Networks

Atul B. Kathole, Kapil N. Vhatkar, Roshani Raut, Sonali D. Patil, Anuja Jadhav,

Chapter 6. Generative Adversarial Networks-aided Intrusion Detection System

V. Kumar

Chapter 7. Textual Description to Facial Image Generation

Vatsal Khandor, Naitik Rathod, Yash Goda, Nemil Shah, Ramchandra Mangrulkar

Chapter 8. An Application of Generative Adversarial Network in Natural Language Generation

Pradnya Borkar, Reena Thakur, Parul Bhanarkar

Chapter 9. Beyond Image Synthesis: GAN and Audio

Yogini Borole, Roshani Raut

Chapter 10. A Study on the Application Domains of Electroencephalogram for the Deep Learning-Based Transformative Healthcare

Suchitra Paul, Ahona Ghosh

Chapter 11. Emotion Detection using Generative Adversarial Network

Sima Das, Ahona Ghosh

Chapter 12. Underwater Image Enhancement Using Generative Adversarial Network

Nisha Singh Gaur, Mukesh D. Patil, Gajanan K. Birajdar

Chapter 13. Towards GAN Challenges and its Optimal Solutions

Harmeet Kaur Khanuja, Aarti Amod Agarkar

 

Biography

Roshani Raut, Sonali Patil