Low-power computer vision : improve the efficiency of artificial intelligence /: improve the efficiency of artificial intelligence. (2022)

• Record Type: Book
• Further Information: Note: Edited by George K. Thiruvathukal, Yung-Hsiang Lu, Jaeyoun Kim, Yiran Chen, Bo Chen.
• Editors: Thiruvathukal, George K (George Kuriakose); (Computer scientist), Lu, Yung-Hsiang; Kim, Jaeyoun; Chen, Yiran, 1976-; Chen, Bo
• Contents: Section I Introduction Book Introduction Yung-Hsiang Lu, George K. Thiruvathukal, Jaeyoun Kim, Yiran Chen, and Bo Chen History of Low-Power Computer Vision Challenge Yung-Hsiang Lu and Xiao Hu, Yiran Chen, Joe Spisak, Gaurav Aggarwal, Mike Zheng Shou, and George K. Thiruvathukal Survey on Energy-Efficient Deep Neural Networks for Computer Vision Abhinav Goel, Caleb Tung, Xiao Hu, Haobo Wang, and Yung-Hsiang Lu and George K. Thiruvathukal Section II Competition Winners; Hardware design and software practices for efficient neural network inference ; Yu Wang, Xuefei Ning, Shulin Zeng, Yi Kai, Kaiyuan Guo, and Hanbo Sun, Changcheng Tang, Tianyi Lu, Shuang Liang, and Tianchen Zhao Progressive Automatic Design of Search Space for One-Shot Neural Architecture Search; Xin Xia, Xuefeng Xiao, and Xing Wang Fast Adjustable Threshold For Uniform Neural Network Quantization; Alexander Goncharenko, Andrey Denisov, and Sergey Alyamkin Power-efficient Neural Network Scheduling on Heterogeneous SoCs; Ying Wang, Xuyi Cai, and Xiandong Zhao Efficient Neural Network Architectures; Han Cai and Song Han Design Methodology for Low Power Image Recognition Systems; Soonhoi Ha, EunJin Jeong, Duseok Kang, Jangryul Kim, and Donghyun Kang Guided Design for Efficient On-device Object Detection Model; Tao Sheng and Yang Liu Section III Invited Articles ; Quantizing Neural Networks ; Marios Fournarakis, Markus Nagel, Rana Ali Amjad, Yelysei Bondarenko, Mart van Baalen, and Tijmen Blankevoort A practical guide to designing efficient mobile architectures; Mark Sandler and Andrew Howard A Survey of Quantization Methods for Efficient Neural Network Inference; Amir Gholami, Sehoon Kim, Zhen Dong, Zhewei Yao, Michael Mahoney, and Kurt Keutzer Bibliography Index
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2022
• Extent: 1 online resource, illustrations (black and white, and colour)
• Subjects: 006.37; Computer vision; Low voltage systems
• Languages: English
• ISBNs: 9781000540963; 9781000540925; 9781003162810
• Related ISBNs: 9780367744700
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
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• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.