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Architecture-aware optimization strategies in real-time image processing

Author: Chao Li; Souleymane Balla-Arabe; Fan Yang
Publisher: London, UK : ISTE, Ltd. ; Hoboken, NJ : Wiley, 2017.
Series: Digital signal and image processing series.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
In the field of image processing, many applications require real-time execution, particularly those in the domains of medicine, robotics and transmission, to name but a few. Recent technological developments have allowed for the integration of more complex algorithms with large data volume into embedded systems, in turn producing a series of new sophisticated electronic architectures at affordable prices. This book  Read more...
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Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Chao Li; Souleymane Balla-Arabe; Fan Yang
ISBN: 9781119467144 1119467144 9781119467243 1119467241 178630094X 9781786300942
OCLC Number: 1008962948
Description: 1 online resource.
Contents: ""Cover""; ""Half-Title Page""; ""Title Page""; ""Copyright Page""; ""Contents""; ""Preface""; ""1. Introduction of Real-time Image Processing""; ""1.1. General image processing presentation""; ""1.2. Real-time image processing""; ""2. Hardware Architectures for Real-time Processing""; ""2.1. History of image processing hardware platforms""; ""2.2. General-purpose processors""; ""2.3. Digital signal processors""; ""2.4. Graphics processing units""; ""2.5. Field programmable gate arrays""; ""2.6. SW/HW codesign of real-time image processing"" ""2.7. Image processing development environment description""""2.8. Comparison and discussion""; ""3. Rapid Prototyping of Parallel Reconfigurable Instruction Set Processor for Efficient Real-Time Image Processing""; ""3.1. Context and problematic""; ""3.2. Related works""; ""3.3. Design exploration framework""; ""3.4. Case study: RISP conception and synthesis for spatial transforms""; ""3.4.1. Digital DCT algorithm implementations""; ""3.4.2. Rapid prototyping of DCT RISP conception""; ""3.4.3. RISP simulation and synthesis for 2D-DCT"" ""3.5. Hardware implementation of spatial transforms on an FPGA-based platform""""3.6. Discussion and conclusion""; ""4. Exploration of High-level Synthesis Technique""; ""4.1. Introduction of HLS technique""; ""4.2. Vivado_HLS process presentation""; ""4.2.1. Control and datapath extraction""; ""4.2.2. Scheduling and binding""; ""4.3. Case of HLS application: FPGA implementation of an improved skin lesion assessment method""; ""4.3.1. KMGA method description""; ""4.3.2. KMGA method optimization""; ""4.3.3. HCR-KMGA implementation onto FPGA using HLS technique"" ""4.3.4. Implementation evaluation experiments""""4.4. Discussion""; ""5. CDMS4HLS: A Novel Source-To-Source Compilation Strategy for HLS-Based FPGA Design""; ""5.1. S2S compiler-based HLS design framework""; ""5.2. CDMS4HLS compilation process description""; ""5.2.1. Function inline""; ""5.2.2. Loop manipulation""; ""5.2.3. Symbolic expression manipulation""; ""5.2.4. Loop unwinding""; ""5.2.5. Memory manipulation""; ""5.3. CDMS4HLS compilation process evaluation""; ""5.3.1. Performances improvement evaluation""; ""5.3.2. Comparison experiment""; ""5.4. Discussion"" ""6. Embedded Implementation of VHR Satellite Image Segmentation""""6.1. LSM description""; "" 6.1.1. Background""; ""6.1.2. Level set equation""; ""6.1.3. LBM solver""; ""6.2. Implementation and optimization presentation""; ""6.2.1. Design flow description""; ""6.2.2. Algorithm analysis""; ""6.2.3. Function inline""; ""6.2.4. Loop manipulation""; ""6.2.5. Symbol expression manipulation""; ""6.2.6. Loop unwinding""; ""6.3. Experiment evaluation""; ""6.3.1. Parameter configuration""; ""6.3.2. Function verification""; ""6.3.3. Optimization evaluation""; ""6.3.4. Performance comparison""
Series Title: Digital signal and image processing series.
Responsibility: Chao Li, Souleymane Balla-Arabe, Fan Yang-Song.

Abstract:

In the field of image processing, many applications require real-time execution, particularly those in the domains of medicine, robotics and transmission, to name but a few. Recent technological developments have allowed for the integration of more complex algorithms with large data volume into embedded systems, in turn producing a series of new sophisticated electronic architectures at affordable prices. This book performs an in-depth survey on this topic. It is primarily written for those who are familiar with the basics of image processing and want to implement the target processing design using different electronic platforms for computing acceleration. The authors present techniques and approaches, step by step, through illustrative examples. This book is also suitable for electronics/embedded systems engineers who want to consider image processing applications as sufficient imaging algorithm details are given to facilitate their understanding.

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