Unified Vision-Language Representation Modeling for E-Commerce Same-style Products Retrieval

Author:

Chen Ben1ORCID,Jin Linbo1ORCID,Wang Xinxin1ORCID,Gao Dehong2ORCID,Jiang Wen1ORCID,Ning Wei1ORCID

Affiliation:

1. Alibaba Group, China

2. Aliaba Group, China

Publisher

ACM

Reference18 articles.

1. Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2019. Unsupervised cross-lingual representation learning at scale. arXiv preprint arXiv:1911.02116 (2019).

2. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Association for Computational Linguistics, Minneapolis, Minnesota, 4171–4186.

3. Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, 2020. An image is worth 16x16 words: Transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020).

4. FashionBERT: Text and Image Matching with Adaptive Loss for Cross-modal Retrieval

5. Deep Residual Learning for Image Recognition

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