High-Performance Medical Image Processing

ISBN-13: 9781774637227 / Angielski / Twarda / 2022 / 300 str.

Sanjay Saxena; Sudip Paul

Opis

This volume helps to meet the challenge processing of medical images by presenting a thorough overview of medical imaging modalities, its processing, high-performance computing, and the need to embed parallelism in medical image processing techniques to achieve efficient and fast results.

Spis treści

1. Basic Understanding of Medical Imaging Modalities 2. Parallel Computing 3. Basic Understanding of Medical Image Processing 4. Multicore Architectures and Their Applications in Image Processing 5. Machine Learning Applications in Medical Image Processing 6. Conventional and Advanced Magnetic Resonance Imaging Methods 7. Detection and Classification of Brain Tumors from MRI Images by Different Classifiers 8. Tumor Detection Based on 3D Segmentation Using Region of Interest 9. Advances in Parallel Techniques for Hyperspectral Image Processing 10. Case Study: Pulmonary Nodule Detection Using Image Processing and Statistical Networks 11. Embedding Parallelism in Image Processing Techniques and Its Applications 12. High-Performance Computing and Its Requirements in Deep Learning