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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 34

Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network

February 1, 2023

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Abstract:

This paper strives to learn fine-grained fashion similarity. In this similarity paradigm, one should pay more attention to the similarity in terms of a specific design/attribute among fashion items, which has potential values in many fashion related applications such as fashion copyright protection. To this end, we propose an Attribute-Specific Embedding Network (ASEN) to jointly learn multiple attribute-specific embeddings in an end-to-end manner, thus measure the fine-grained similarity in the corresponding space. With two attention modules, i.e., Attribute-aware Spatial Attention and Attribute-aware Channel Attention, ASEN is able to locate the related regions and capture the essential patterns under the guidance of the specified attribute, thus make the learned attribute-specific embeddings better reflect the fine-grained similarity. Extensive experiments on four fashion-related datasets show the effectiveness of ASEN for fine-grained fashion similarity learning and its potential for fashion reranking. Code and data are available at https://github.com/Maryeon/asen.

Published Date: 2020-06-02

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print) ISBN 978-1-57735-835-0 (10 issue set)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2020, Association for the Advancement of Artificial Intelligence All Rights Reserved

Authors

Zhe Ma

Zhejiang University


Jianfeng Dong

Zhejiang Gongshang University


Zhongzi Long

Zhejiang University


Yao Zhang

Zhejiang University


Yuan He

Alibaba Group


Hui Xue

Alibaba Group


Shouling Ji

Zhejiang University


DOI:

10.1609/aaai.v34i07.6845


Topics: AAAI

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HOW TO CITE:

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network Proceedings of the AAAI Conference on Artificial Intelligence, 34 (2020) 11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network AAAI 2020, 11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji (2020). Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network. Proceedings of the AAAI Conference on Artificial Intelligence, 34, 11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji. Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network. Proceedings of the AAAI Conference on Artificial Intelligence, 34 2020 p.11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji. 2020. Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network. "Proceedings of the AAAI Conference on Artificial Intelligence, 34". 11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji. (2020) "Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network", Proceedings of the AAAI Conference on Artificial Intelligence, 34, p.11741-11748

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji, "Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network", AAAI, p.11741-11748, 2020.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji. "Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network". Proceedings of the AAAI Conference on Artificial Intelligence, 34, 2020, p.11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji. "Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network". Proceedings of the AAAI Conference on Artificial Intelligence, 34, (2020): 11741-11748.

Zhe Ma||Jianfeng Dong||Zhongzi Long||Yao Zhang||Yuan He||Hui Xue||Shouling Ji. Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network. AAAI[Internet]. 2020[cited 2023]; 11741-11748.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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