【内容简介】
Explore the latest developments in bioimaging, image analysis, and data mining with the first comprehensive book on innovative high-performance computing (HPC) techniques that are facilitating never-before research capabilities and applications. This unique resource demonstrates how HPC can solve the data bottleneck created by today’s microscopy techniques. It provides state-of-the-art methods and algorithms for building complex models from large biological datasets and solving data analysis and interpretation problems.
Explore the latest developments in bioimaging, image analysis, and data mining with the first comprehensive book on innovative high-performance computing (HPC) techniques that are facilitating never-before resenique resource demonstrates how HPC can solve the data bottleneck created by today’s microscopy techniques.
【目次】
Introduction. Image Acquisition
I: Serial Block Face Scanning Using High-Resolution Scanning Electron Microscopy. Image Acquisition
II: Knife-Edge Scanning Microscope. Image Acquisition
III: 4D Imaging of Multi-Component Biological Systems. Utilizing Parallel Processing in Computational Biology Applications. Introduction to High-Performance Computing Using MPI and Open MP. 4D Image Analysis
I: Feature Extraction on Parallel Machines. 4D Image Analysis
II: Parallel Data Mining. gridImage Microscopy. High-Throughput Image-Based Screening. Laser Capture Microdissection. Advantages of Using High-Performance Computing: A Case Studying Involving Analysis of Optical Images of Cortical Tissue. Applications of High-Performance Computing to Functional Magnetic Resonance Imaging (fMRI) Data. Databases for Bioimaging. Interactive Visualization of Large Image Datasets. Conclusion.