| Paper Abstract and Keywords |
| Presentation |
2025-02-19 13:10
Experiments on image recognition by optoelectronic deep neural network with scattering medium insertion
Kaito Inoue, Takumi Hashiguchi, Taichi Takatsu, Rio Tomioka (Kyutech), Atsushi Shibukawa (Hokkaido Univ.), Masanori Takabayashi (Kyutech) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Optoelectronic deep neural network (OE-DNN) has been proposed as a solution to address the increasing energy consumption of deep neural network (DNN) technologies by replacing part of the computational processes in DNNs with optical calculations. This paper reports on a handwritten digit image classification experiment conducted using an OE-DNN, in which a scattering medium is inserted into the optical computation part. Specifically, the model characterizes the light propagation properties within the scattering medium using a transmission matrix (TM), enabling it to learn image features and perform inference on unknown images. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Optoelectronic deep neural network / Scattering medium / Image recognition / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 49, no. 4, MMS2025-33, pp. 161-166, Feb. 2025. |
| Paper # |
MMS2025-33 |
| Date of Issue |
2025-02-11 (MMS, ME, AIT, SIP) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
ME AIT MMS IEICE-IE IEICE-ITS SIP |
| Conference Date |
2025-02-18 - 2025-02-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
MMS |
| Conference Code |
2025-02-ME-AIT-MMS-IE-ITS-SIP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Experiments on image recognition by optoelectronic deep neural network with scattering medium insertion |
| Sub Title (in English) |
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| Keyword(1) |
Optoelectronic deep neural network |
| Keyword(2) |
Scattering medium |
| Keyword(3) |
Image recognition |
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| 1st Author's Name |
Kaito Inoue |
| 1st Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 2nd Author's Name |
Takumi Hashiguchi |
| 2nd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 3rd Author's Name |
Taichi Takatsu |
| 3rd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 4th Author's Name |
Rio Tomioka |
| 4th Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 5th Author's Name |
Atsushi Shibukawa |
| 5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 6th Author's Name |
Masanori Takabayashi |
| 6th Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
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| Speaker |
Author-1 |
| Date Time |
2025-02-19 13:10:00 |
| Presentation Time |
15 minutes |
| Registration for |
MMS |
| Paper # |
MMS2025-33, ME2025-33, AIT2025-33, SIP2025-33 |
| Volume (vol) |
vol.49 |
| Number (no) |
no.4 |
| Page |
pp.161-166 |
| #Pages |
6 |
| Date of Issue |
2025-02-11 (MMS, ME, AIT, SIP) |