Generative Machine Learning Models in Medical Image Computing
Generative Machine Learning Models in Medical Image Computing
English | 2025 | ISBN: 3031809645 | 373 Pages | PDF | 30 MB
English | 2025 | ISBN: 3031809645 | 373 Pages | PDF | 30 MB
Generative Machine Learning Models in Medical Image Computing" provides a comprehensive exploration of generative modeling techniques tailored to the unique demands of medical imaging. This book presents an in-depth overview of cutting-edge generative models such as GANs, VAEs, and diffusion models, examining how they enable groundbreaking applications in medical image synthesis, reconstruction, and enhancement. Covering diverse imaging modalities like MRI, CT, and ultrasound, it illustrates how these models facilitate improvements in image quality, support data augmentation for scarce datasets, and create new avenues for predictive diagnostics.