Crafting images with generative adversarial networks (GANs) and models /

"This book provides readers with a comprehensive understanding of Generative Adversarial Networks (GANs) and empower them to effectively utilize GANs for image generation purposes, from basic principles to advanced techniques"--

Bibliographic Details
Other Authors:	Dubey, Parul (Editor), Kshatri, Sapna Singh, 1986- (Editor), Bhonsle, Devanand, 1982- (Editor), Hung, Bui Thanh (Editor)
Format:	eBook
Language:	English
Published:	Hershey, PA : IGI Global, [2025]
Subjects:	Image processing > Digital techniques > Case studies. Generative art > Case studies. Neural networks (Computer science) > Case studies. Machine learning > Case studies. Two-person zero-sum games > Case studies. Réseaux neuronaux (Informatique) > Études de cas. Apprentissage automatique > Études de cas. Art génératif > Études de cas. Jeux à deux joueurs et à somme nulle > Études de cas. Electronic books.

Table of Contents:

Rafting images with generative adversarial networks (GANs) and Models / Naveen Thawait
Advancements in real-world applications of generative adversarial networks (GANs) / Keshika Jangde, Ranu Pandey
Image generation with GANs / Rupali Vyas, Rajendra Pandey,
Improving GANs for text-to-image with secondary loss functions and enhanced attention mechanisms / Deepika Roselind Johnson, Logeswari Govindaraj,
Fundamentals of GANs / Manjushree Nayak, Subhakanta Panda
Identification of facial countenance established by local monotonic pattern and support vector machine / Sapna Kshatri
Application of generative adversarial networks in brahmi script recognition / Neha Gautam
GAN-based CNN for disease detection : a novel algorithm for identification of ophthalmic abnormalities / Siji Thomas, Sini Kurien Thomas
hallenges and future direction / Himanshu Shukla
Exploring generative adversarial networks for text-to-image synthesis / Sobiya Gul, Ifrah Rashid
Ensemble model for skin lesion classification using DCGAN and PGGAN / Niruppreet Kour, Ananya Patil, Parth Vora, Amit Joshi, Santosh Ghotkar
Enhancing image classification through transfer learning / K Tamilarasi, Anurag Pande
Generative adversarial networks in feature engineering : an unsupervised approach / Rohini Tarade, Sneha Shirke, Pooja Dehankar, Susanta Das
Building your first GAN model / Samiksha Harjal, Priya Parkhi, Bhagyahsree Hambarde, Himesh Gangwani
Generating high-resolution images from text with BigGAN and OpenAI CLIP / Madhuri Sahu
Building your first GAN model : a step-by-step journey into generative adversarial networks / Minakshi Ramteke, Madhuri Sahu
Transforming underwater imagery : recent advances, challenges, and future directions in image enhancement techniques / K Tamilarasi, Sriya Nanduri, Sai Pragnya Ranga, Riya Hirani
Training strategies and optimization / Pranali Dhawas, Mangala Madankar, Saundarya Raut, Komal Sharma, Gaurav Dhawas, Pratiksha Dhawas
A novel photorealism framework for image generation using generative adversarial networks / Soumya Mishra, Aaryan Sinha, Samik Dey, Hitesh Mohapatra, Mahendra Gourisaria
Enhancing renewable oil performance in engines utilizing image processing for predictive analysis / Aditya Kolakoti, Ruthvik Chandramouli, Satish Geeri, Prasada Bobbili, Venkata Ramana P, Naga Bhushana V
Transforming underwater imagery recent advances, challenges, and future directions in image enhancement techniques / K Tamilarasi, Sriya Nanduri, Sai Pragnya Ranga, Riya Hirani
Igniting imagination and empowering knowledge a framework for integrating GAN in English classrooms / Neetha V T, Greeshma Raveendran
Generating high-resolution images from text with BigGAN and OpenAI CLIP / Madhuri Sahu, Minakshi Ramteke, Pranali Dhawas, Arya Tripati.