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Sergei Bykovskii

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Author: Sergei BykovskiiYear: 2020clear all
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SGEM International Multidisciplinary Scientific GeoConference EXPO Proceedings; 20th International Multidisciplinary Scientific GeoConference Proceedings SGEM 2020, Informatics, Geoinformatics and Remote Sensing
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OPTIMIZATION STRATEGIES FOR HIGH-LEVEL SYNTHESIS OF CONVOLUTIONAL NEURAL NETWORKS HARDWARE ACCELERATORS

(STEF92 Technology, 2020-09-20, Victor Egiazarian, Sergei Bykovskii)

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There are many problems related to image processing and analysis that could be solved using convolutional neural networks (CNN). It's easy to implement CNN using one of thousand high-level programming languages. Such CNN will not be fast and energy efficient enough to be used in real-time systems. The good way to solve this problem is to use special hardware accelerators (neuroprocessors). The paper shows that it is possible to reduce the calculation time of the network using neuroprocessors. The implementation of...

Informatics2020
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