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3,514 results on '"Li, Yingjie"'

139. Real-time Multi-Task Diffractive Deep Neural Networks via Hardware-Software Co-design

Author

Li, Yingjie, Chen, Ruiyang, Rodriguez, Berardi Sensale, Gao, Weilu, and Yu, Cunxi

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Physics - Optics
Abstract

Deep neural networks (DNNs) have substantial computational requirements, which greatly limit their performance in resource-constrained environments. Recently, there are increasing efforts on optical neural networks and optical computing based DNNs hardware, which bring significant advantages for deep learning systems in terms of their power efficiency, parallelism and computational speed. Among them, free-space diffractive deep neural networks (D$^2$NNs) based on the light diffraction, feature millions of neurons in each layer interconnected with neurons in neighboring layers. However, due to the challenge of implementing reconfigurability, deploying different DNNs algorithms requires re-building and duplicating the physical diffractive systems, which significantly degrades the hardware efficiency in practical application scenarios. Thus, this work proposes a novel hardware-software co-design method that enables robust and noise-resilient Multi-task Learning in D$^2$NNs. Our experimental results demonstrate significant improvements in versatility and hardware efficiency, and also demonstrate the robustness of proposed multi-task D$^2$NN architecture under wide noise ranges of all system components. In addition, we propose a domain-specific regularization algorithm for training the proposed multi-task architecture, which can be used to flexibly adjust the desired performance for each task., Comment: 23 pages including references and Supplementary Information. To appear in Nature Scientific Reports

Published
2020

140. Aquaporins in Urinary System

Author

Qiu, Zhiwei, Jiang, Tao, Li, Yingjie, Wang, Weiling, Yang, Baoxue, Crusio, Wim E., Series Editor, Dong, Haidong, Series Editor, Radeke, Heinfried H., Series Editor, Rezaei, Nima, Series Editor, Steinlein, Ortrud, Series Editor, Xiao, Junjie, Series Editor, and Yang, Baoxue, editor

Published
2023
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141. Research on the Application of Blockchain in the Quality Traceability of Power Resources and Materials

Author

Li, Yingjie, Hao, Yunhe, Luo, Wang, Yu, Xian, Zhu, Jun, Dou, Runliang, Editor-in-Chief, Liu, Jing, Editor-in-Chief, Khasawneh, Mohammad T., Editor-in-Chief, Balas, Valentina Emilia, Series Editor, Bhowmik, Debashish, Series Editor, Khan, Khalil, Series Editor, Masehian, Ellips, Series Editor, Mohammadi-Ivatloo, Behnam, Series Editor, Nayyar, Anand, Series Editor, Pamucar, Dragan, Series Editor, Shu, Dewu, Series Editor, Qiu, Daowen, editor, Jiao, Yusheng, editor, and Yeoh, William, editor

Published
2023
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150. The genomic and epigenomic landscape of iridocorneal endothelial syndrome

Author

Liu, Yaoming, Li, Gen, Jiang, Jiaxuan, Fan, Sujie, Lu, Lan, Wang, Ting, Li, Guigang, Zhou, Wenzong, Liu, Xuequn, Li, Yingjie, Sun, Hong, Liang, Liang, Tang, Yuhong, Chen, Yang, Gu, Jianjun, Li, Fei, Fang, Xiuli, Sun, Tao, Lv, Aiguo, Wang, Yayi, Wang, Peiyuan, Wen, Tao, Deng, Jiayu, Liu, Yuhong, Lai, Mingying, Yu, Jingni, Liu, Danyan, Wang, Hua, Chen, Meizhu, Li, Li, Huang, Xiaodan, Shi, Jingming, Zhang, Xu, Zhang, Kang, Liang, Lingyi, and Zhang, Xiulan

Published
2024
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