Title:
NEURAL NETWORK CONSTRUCTION DEVICE, NEURAL NETWORK CONSTRUCTION METHOD, IMAGE PROCESSING DEVICE, AND IMAGE PROCESSING METHOD
Document Type and Number:
WIPO Patent Application WO/2022/264186
Kind Code:
A1
Abstract:
This neural network construction device (NNK) includes: an identification unit (TO) that identifies, on the basis of a construction condition for constructing a neural network model (NNM), a plurality of computations which can be allocated to a plurality of layers constituting the NNM; a generation unit (SE) that generates one combination of computations by allocating one computation among the plurality of computations to each of the plurality of layers; a first determination unit (HA1) that determines whether the total required time for the allocated computations satisfies a demanded required time; a training unit (KU) that trains the NNM having the generated one combination of computations; and a second determination unit (HA2) that determines whether the accuracy of inference by the NNM after training satisfies a demanded inference accuracy. If the demanded required time is not satisfied, or if the demanded inference accuracy is not satisfied, the generation unit (SE) generates another combination of computations which is different from the one combination of computations.
Inventors:
TANAKA GENKI (JP)
SATO TAKUMI (JP)
SATO TAKUMI (JP)
Application Number:
PCT/JP2021/022425
Publication Date:
December 22, 2022
Filing Date:
June 14, 2021
Export Citation:
Assignee:
MITSUBISHI ELECTRIC CORP (JP)
International Classes:
G06N3/08
Foreign References:
| CN112598117A | 2021-04-02 | |||
| JP2021064342A | 2021-04-22 |
Other References:
WU, BICHEN ET AL.: "FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search", ARXIV: 1812.03443V3, 2019, XP033686671, Retrieved from the Internet [retrieved on 20210805]
JIANG WEIWEN; YANG LEI; SHA EDWIN HSING-MEAN; ZHUGE QINGFENG; GU SHOUZHEN; DASGUPTA SAKYASINGHA; SHI YIYU; HU JINGTONG: "Hardware/Software Co-Exploration of Neural Architectures", IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, IEEE, USA, vol. 39, no. 12, 8 April 2020 (2020-04-08), USA, pages 4805 - 4815, XP011821176, ISSN: 0278-0070, DOI: 10.1109/TCAD.2020.2986127
SHAOJIN DING; TIANLONG CHEN; XINYU GONG; WEIWEI ZHA; ZHANGYANG WANG: "AutoSpeech: Neural Architecture Search for Speaker Recognition", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 31 August 2020 (2020-08-31), 201 Olin Library Cornell University Ithaca, NY 14853 , XP081751330
JIANG WEIWEN; YANG LEI; SHA EDWIN HSING-MEAN; ZHUGE QINGFENG; GU SHOUZHEN; DASGUPTA SAKYASINGHA; SHI YIYU; HU JINGTONG: "Hardware/Software Co-Exploration of Neural Architectures", IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, IEEE, USA, vol. 39, no. 12, 8 April 2020 (2020-04-08), USA, pages 4805 - 4815, XP011821176, ISSN: 0278-0070, DOI: 10.1109/TCAD.2020.2986127
SHAOJIN DING; TIANLONG CHEN; XINYU GONG; WEIWEI ZHA; ZHANGYANG WANG: "AutoSpeech: Neural Architecture Search for Speaker Recognition", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 31 August 2020 (2020-08-31), 201 Olin Library Cornell University Ithaca, NY 14853 , XP081751330
Attorney, Agent or Firm:
SANNO PATENT ATTORNEYS OFFICE (JP)
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