| 000 -LEADER |
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| fixed length control field |
05666nam a22005057i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
13462108 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20260710113446.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION |
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| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
231018s2024 nju o 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781394171880 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781394171910 |
| Qualifying information |
(electronic bk. : oBook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
1394171919 |
| Qualifying information |
(electronic bk. : oBook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781394171897 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
1394171897 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781394171903 |
| Qualifying information |
(electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
1394171900 |
| Qualifying information |
(electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Cancelled/invalid ISBN |
9781394171880 |
| Qualifying information |
hardcover |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Cancelled/invalid ISBN |
1394171889 |
| Qualifying information |
hardcover |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.1002/9781394171910 |
| Source of number or code |
doi |
| 035 #9 - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(GOBI)99996250713 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)1404053066 |
| 037 ## - SOURCE OF ACQUISITION |
|---|
| Stock number |
10296182 |
| Source of stock number/acquisition |
IEEE |
| 041 ## - LANGUAGE CODE |
|---|
| Language code of text/sound track or separate title |
eng |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA76.87 |
| Item number |
.M86 2024 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.3/2 |
| Edition number |
23/eng/20231025 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Preferred name for the person |
Munir, Arslan, |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Accelerators for convolutional neural networks / |
| Statement of responsibility, etc |
Arslan Munir, Joonho Kong, Mahmood Azhar Qureshi. |
| 264 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
Hoboken, New Jersey : |
| Name of publisher, distributor, etc |
John Wiley & Sons, Inc., |
| Date of publication, distribution, etc |
[2024] |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 online resource. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Content type code |
txt |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
computer |
| Media type code |
c |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Carrier type code |
cr |
| Source |
rdacarrier |
| 505 0# - CONTENTS |
|---|
| Formatted contents note |
About the Authors xiii -- Preface xv -- Part I Overview 1 -- 1 Introduction 3 -- 1.1 History and Applications 5 -- 1.2 Pitfalls of High-Accuracy DNNs/CNNs 6 -- 1.2.1 Compute and Energy Bottleneck 6 -- 1.2.2 Sparsity Considerations 9 -- 1.3 Chapter Summary 11 -- 2 Overview of Convolutional Neural Networks 13 -- 2.1 Deep Neural Network Architecture 13 -- 2.2 Convolutional Neural Network Architecture 15 -- 2.3 Popular CNN Models 26 -- 2.4 Popular CNN Datasets 30 -- 2.5 CNN Processing Hardware 31 -- 2.6 Chapter Summary 37 -- Part II Compressive Coding for CNNs 39 -- 3 Contemporary Advances in Compressive Coding for CNNs 41 -- 3.1 Background of Compressive Coding 41 -- 3.2 Compressive Coding for CNNs 43 -- 3.3 Lossy Compression for CNNs 43 -- 3.4 Lossless Compression for CNNs 44 -- 3.5 Recent Advancements in Compressive Coding for CNNs 48 -- 3.6 Chapter Summary 50 -- 4 Lossless Input Feature Map Compression 51 -- 4.1 Two-Step Input Feature Map Compression Technique 52 -- 4.2 Evaluation 55 -- 4.3 Chapter Summary 57 -- 5 Arithmetic Coding and Decoding for 5-Bit CNN Weights 59 -- 5.1 Architecture and Design Overview 60 -- 5.2 Algorithm Overview 63 -- 5.3 Weight Decoding Algorithm 67 -- 5.4 Encoding and Decoding Examples 69 -- 5.5 Evaluation Methodology 74 -- 5.6 Evaluation Results 75 -- 5.7 Chapter Summary 84 -- Part III Dense CNN Accelerators 85 -- 6 Contemporary Dense CNN Accelerators 87 -- 6.1 Background on Dense CNN Accelerators 87 -- 6.2 Representation of the CNNWeights and Feature Maps in Dense Format 87 -- 6.3 Popular Architectures for Dense CNN Accelerators 89 -- 6.4 Recent Advancements in Dense CNN Accelerators 92 -- 6.5 Chapter Summary 93 -- 7 iMAC: Image-to-Column and General Matrix Multiplication-Based Dense CNN Accelerator 95 -- 7.1 Background and Motivation 95 -- 7.2 Architecture 97 -- 7.3 Implementation 99 -- 7.4 Chapter Summary 100 -- 8 NeuroMAX: A Dense CNN Accelerator 101 -- 8.1 RelatedWork 102 -- 8.2 Log Mapping 103 -- 8.3 Hardware Architecture 105 -- 8.4 Data Flow and Processing 108 -- 8.5 Implementation and Results 118 -- 8.6 Chapter Summary 124 -- Part IV Sparse CNN Accelerators 125 -- 9 Contemporary Sparse CNN Accelerators 127 -- 9.1 Background of Sparsity in CNN Models 127 -- 9.2 Background of Sparse CNN Accelerators 128 -- 9.3 Recent Advancements in Sparse CNN Accelerators 131 -- 9.4 Chapter Summary 133 -- 10 CNN Accelerator for In Situ Decompression and Convolution of Sparse Input Feature Maps 135 -- 10.1 Overview 135 -- 10.2 Hardware Design Overview 135 -- 10.3 Design Optimization Techniques Utilized in the Hardware Accelerator 140 -- 10.4 FPGA Implementation 141 -- 10.5 Evaluation Results 143 -- 10.6 Chapter Summary 149 -- 11 Sparse-PE: A Sparse CNN Accelerator 151 -- 11.1 RelatedWork 155 -- 11.2 Sparse-PE 156 -- 11.3 Implementation and Results 174 -- 11.4 Chapter Summary 184 -- 12 Phantom: A High-Performance Computational Core for Sparse CNNs 185 -- 12.1 RelatedWork 189 -- 12.2 Phantom 190 -- 12.3 Phantom-2D 201 -- 12.4 Experiments and Results 209 -- 12.5 Chapter Summary 218 -- Part V HW/SW Co-Design and Co-Scheduling for CNN Acceleration 221 -- 13 State-of-the-Art in HW/SW Co-Design and Co-Scheduling for CNN Acceleration 223 -- 13.1 HW/SW Co-Design 223 -- 13.2 HW/SW Co-Scheduling 228 -- 13.3 Chapter Summary 230 -- 14 Hardware/Software Co-Design for CNN Acceleration 231 -- 14.1 Background of iMAC Accelerator 231 -- 14.2 Software Partition for iMAC Accelerator 232 -- 14.3 Experimental Evaluations 235 -- 14.4 Chapter Summary 237 -- 15 CPU-Accelerator Co-Scheduling for CNN Acceleration 239 -- 15.1 Background and Preliminaries 240 -- 15.2 CNN Acceleration with CPU-Accelerator Co-Scheduling 242 -- 15.3 Experimental Results 251 -- 15.4 Chapter Summary 257 -- 16 Conclusions 259 -- References 265 -- Index 285. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Description based on online resource; title from digital title page (viewed on October 25, 2023). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Neural networks (Computer science) |
| 655 #4 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
Electronic books. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Kong, Joonho, |
| Relator term |
author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Qureshi, Mahmood Azhar, |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Display text |
Print version: |
| International Standard Book Number |
1394171889 |
| -- |
9781394171880 |
| Record control number |
(OCoLC)1368339666 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
https://onlinelibrary.wiley.com/book/10.1002/9781394171910 |
| Link text |
Full text is available at Wiley Online Library. Click here to view. |
| 901 ## - LOCAL DATA ELEMENT A, LDA (RLIN) |
|---|
| a |
YBPebook |
| 942 ## - ADDED ENTRY ELEMENTS |
|---|
| Source of classification or shelving scheme |
|
| Item type |
EBOOK |