CAliC: Accurate and Efficient Image-Text Retrieval via Contrastive Alignment and Visual Contexts Modeling

Author:

Gao Hongyu1,Zhu Chao1,Liu Mengyin1,Gu Weibo2,Wang Hongfa2,Liu Wei2,Yin Xu-cheng1

Affiliation:

1. University of Science and Technology Beijing, Beijing, China

2. Tencent, Shenzhen, China

Funder

National Science Fund for Distinguished Young Scholars

National Natural Science Foundation of China

National Key Research and Development Program of China

Publisher

ACM

Reference43 articles.

1. Oriol Vinyals Aaron van den Oord and Koray Kavukcuoglu. 2017. Neural discrete representation learning. In NeurIPS. Oriol Vinyals Aaron van den Oord and Koray Kavukcuoglu. 2017. Neural discrete representation learning. In NeurIPS.

2. Hangbo Bao , Li Dong , and Furu Wei . 2021. BEiT: BERT Pre-Training of Image Transformers. CoRR , Vol. abs/ 2106 .08254 ( 2021 ). showeprint[arXiv]2106.08254 https://arxiv.org/abs/2106.08254 Hangbo Bao, Li Dong, and Furu Wei. 2021. BEiT: BERT Pre-Training of Image Transformers. CoRR, Vol. abs/2106.08254 (2021). showeprint[arXiv]2106.08254 https://arxiv.org/abs/2106.08254

3. Yen-Chun Chen , Linjie Li , Licheng Yu , Ahmed El Kholy , Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu. 2020 . UNITER : UNiversal Image-TExt Representation Learning. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings,. Springer , 104--120. Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu. 2020. UNITER: UNiversal Image-TExt Representation Learning. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings,. Springer, 104--120.

4. Ekin D. Cubuk , Barret Zoph , Jonathon Shlens , and Quoc V. Le . 2020. Randaugment: Practical automated data augmentation with a reduced search space . In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR Workshops 2020 , Seattle, WA, USA, June 14--19 , 2020 . Computer Vision Foundation / IEEE, 3008--3017. Ekin D. Cubuk, Barret Zoph, Jonathon Shlens, and Quoc V. Le. 2020. Randaugment: Practical automated data augmentation with a reduced search space. In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR Workshops 2020, Seattle, WA, USA, June 14--19, 2020. Computer Vision Foundation / IEEE, 3008--3017.

5. 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, NAACL-HLT 2019 , Minneapolis, MN, USA, June 2--7 , 2019, Volume 1 (Long and Short Papers). Association for Computational Linguistics, 4171--4186. 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, NAACL-HLT 2019, Minneapolis, MN, USA, June 2--7, 2019, Volume 1 (Long and Short Papers). Association for Computational Linguistics, 4171--4186.

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