| Paper Abstract and Keywords |
| Presentation |
2020-02-27 16:20
A Note on Generation of Electron Microscope Images via Auxiliary Classifier Generative Adversarial Network with Mix Proportions
Misaki Kanai, Ren Togo, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we investigate a method for generation of images that represent the internal structure of rubber materials using mix proportions. In the proposed method, we train an auxiliary classifier generative adversarial network (AC–GAN), one of conditional image generation methods, with pairs of images of rubber materials and their mix proportions. The proposed method can reduce time and cost in conventional development of rubber materials by estimating the internal structure of rubber materials without trial production. Furthermore, we verify the effectiveness of the proposed method through experiments that compare the images generated by the proposed method and the real images. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Rubber materials / electron microscope images / generative adversarial network / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 44, no. 6, ME2020-49, pp. 107-111, Feb. 2020. |
| Paper # |
ME2020-49 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| 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 |
ME |
| Conference Code |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Generation of Electron Microscope Images via Auxiliary Classifier Generative Adversarial Network with Mix Proportions |
| Sub Title (in English) |
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| Keyword(1) |
Rubber materials |
| Keyword(2) |
electron microscope images |
| Keyword(3) |
generative adversarial network |
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| 1st Author's Name |
Misaki Kanai |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Ren Togo |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Takahiro Ogawa |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Miki Haseyama |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-27 16:20:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2020-21, HI2020-21, ME2020-49, AIT2020-21 |
| Volume (vol) |
vol.44 |
| Number (no) |
no.6 |
| Page |
pp.107-111 |
| #Pages |
5 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |