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Book Cover
Book

Title GPU computing gems / [edited by] Wen-mei W. Hwu
Edition Emerald edition
Published Burlington, MA : Morgan Kaufmann/Elsevier, [2011]
©2011

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Location Call no. Vol. Availability
 MELB  006.6 Hwu/Gcg  AVAILABLE
Description xx, 865 pages : illustrations ; 25 cm
Series Applications of GPU computing
Applications of GPU computing.
Contents Section 1: Scientific Simulation -- 1: GPU-Accelerated Computation and Interactive Display of Molecular Orbitals -- 2: Large-Scale Chemical Informatics on GPUs -- 3: Dynamical Quadrature Grids: Applications in Density Functional Calculations -- 4: Fast Molecular Electrostatics Algorithms on GPUs -- 5: Quantum Chemistry: Propagation of Electronic Structure on GPU -- 6: An Efficient CUDA Implementation of the Tree-based Barnes Hut n-Body Algorithm -- 7: Leveraging the Untapped Computation Power of GPUs: Fast Spectral Synthesis Using Texture Interpolation -- 8: Black Hole Simulations with CUDA -- 9: Treecode and Fast Multipole Method for N-body Simulation with CUDA -- 10: Wavelet-based Density Functional Theory Calculation on Massively Parallel Hybrid Architectures -- Section 2: Life Sciences -- 11: Accurate Scanning of Sequence Databases with the Smith-Waterman Algorithm -- 12: Massive Parallel Computing to Accelerate Genome-Matching -- 13: GPU-Supercomputer Acceleration of Pattern Matching -- 14: GPU Accelerated RNA Folding Algorithm -- 15: Temporal Data Mining for Neuroscience -- Section 3: Statistical Modeling -- 16: Parallelization Techniques for Random Number Generations -- 17: Monte Carlo Photon Transport on the GPU -- 18: High Performance Iterated Function Systems -- Section 4: Emerging Data-intensive Applications -- 19: Large Scale Machine Learning -- 20: Multiclass Support Vector Machine -- 21: Template Driven Agent Based Modeling and Simulation with CUDA -- 22: GPU-Accelerated Ant Colony Optimization -- Section 5: Electronic Design Automation -- 23: High Performance Gate-Level Simulation with GP-GPUs -- 24: GPU-Based Parallel Computing for Fast Circuit Optimization
Section 6: Ray Tracing and Rendering -- 25: Lattice-Boltzmann Lighting Models -- 26: Path Regeneration for Random Walks -- 27: From Sparse Mocap to Highly-detailed Facial Animation -- 28: A Programmable Graphics Pipeline in CUDA for Order Independent Transparency -- Section 7: Computer Vision -- 29: Fast Graph Cuts for Computer Vision -- 30: Visual Saliency Model on Multi-GPU -- 31: Real-Time Stereo on GPGPU Using Progressive Multi-Resolution Adaptive Windows -- 32: Real-Time Speed-Limit-Sign Recognition on an Embedded System Using a GPU -- 33: Haar Classifiers for Object Detection with CUDA -- Section 8: Video and Image Processing -- 34: Experiences on Image and Video Processing with CUDA and OpenCL -- 35: Connected Component Labeling in CUDA -- 36: Image Demosaicing -- Section 9: Signal and Audio Processing -- 37: Efficient Automatic Speech Recognition on the GPU -- 38: Parallel LDPC Decoding -- 39: Large-Scale Fast Fourier Transform -- Section 10: Medical Imaging -- 40: GPU Acceleration of Iterative Digital Breast Tomosynthesis -- 41: Parallelization of Katsevich CT Image Reconstruction Algorithm on Generic Multi-Core Processors and GPGPU -- 42: 3-D Tomographic Image Reconstruction from Randomly Ordered Lines with CUDA -- 43: Using GPUs to Learn Effective Parameter Settings for GPU-Accelerated Iterative CT Reconstruction Algorithms -- 44: Using GPUs to Accelerate Advanced MRI Reconstruction with Field Inhomogeneity Compensation -- 45: l1 Minimization in l1-SPIRiT Compressed Sensing MRI Reconstruction -- 46: Medical Image Processing Using GPU-accelerated ITK Image Filters -- 47: Deformable Volumetric Registration Using B-splines -- 48: Multi-scale Unbiased Diffeomorphic Atlas Construction on Multi-GPUs -- 49: GPU-accelerated Brain Connectivity Reconstruction and Visualization in Large-Scale Electron Micrographs -- 50: Fast Simulation of Radiographic Images Using a Monte Carlo X-Ray Transport Algorithm Implemented in CUDA
Summary "GPU Computing Gems: Emerald Edition, offers the latest insights and research in computer vision, electronic design automation, emerging data-intensive applications, life sciences, medical imaging, ray tracing and rendering, scientific simulation, signal and audio processing, statistical modeling, and video / image processing."--Pub. desc
Bibliography Includes bibliographical references and index
Subject Computer graphics.
Graphics processing units -- Programming.
Image processing -- Digital techniques.
Imaging systems.
Author Hwu, Wen-mei.
LC no. 2010047487
ISBN 0123849888
9780123849885