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| Presentation | 2019-03-05 16:30 Set transformer for coordinating outfits Takuma Nakamura, Yuki Saito (ZOZO Research)  IBISML2018-108 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We have evaluated Set Transformer, the permutation invariant neural network model, for selecting fashion items and generating outfits, based on set feature similarities. In the experiments, we have achieved 78% accuracy in Fill-in-the-blank (FITB) task using our IQON dataset. We also propose a decoder-based similarity for FITB task for future works. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | recommendation / deep learning / fashion / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 472, IBISML2018-108, pp. 23-29, March 2019. | |
| Paper # | IBISML2018-108 | |
| Date of Issue | 2019-02-26 (IBISML) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | IBISML2018-108 |
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| Conference Information | |
| Committee | IBISML |
| Conference Date | 2019-03-05 - 2019-03-06 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | RIKEN AIP |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine learning, etc. |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2019-03-IBISML |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Set transformer for coordinating outfits |
| Sub Title (in English) | |
| Keyword(1) | recommendation |
| Keyword(2) | deep learning |
| Keyword(3) | fashion |
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| 1st Author's Name | Takuma Nakamura |
| 1st Author's Affiliation | ZOZO Research (ZOZO Research) |
| 2nd Author's Name | Yuki Saito |
| 2nd Author's Affiliation | ZOZO Research/SOKENDAI (ZOZO Research) |
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| Speaker | Author-2 |
| Date Time | 2019-03-05 16:30:00 |
| Presentation Time | 30 minutes |
| Registration for | IBISML |
| Paper # | IBISML2018-108 |
| Volume (vol) | vol.118 |
| Number (no) | no.472 |
| Page | pp.23-29 |
| #Pages | 7 |
| Date of Issue | 2019-02-26 (IBISML) |
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