Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning

Author:

Jiang Chen1ORCID,Liu Hong2ORCID,Yu Xuzheng2ORCID,Wang Qing2ORCID,Cheng Yuan3ORCID,Xu Jia2ORCID,Liu Zhongyi2ORCID,Guo Qingpei4ORCID,Chu Wei2ORCID,Yang Ming2ORCID,Qi Yuan3ORCID

Affiliation:

1. Artificial Intelligence Innovation and Incubation Institute, Fudan University & Ant Group, Shanghai, China

2. Ant Group, Hangzhou, China

3. Artificial Intelligence Innovation and Incubation Institute, Fudan University, Shanghai, China

4. Ant Group, Beijing, China

Publisher

ACM

Reference57 articles.

1. An information-theoretic perspective of tf–idf measures

2. Max Bain , Arsha Nagrani , Gül Varol , and Andrew Zisserman . 2021 . Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval. In 2021 IEEE/CVF International Conference on Computer Vision (ICCV). 1708--1718 . Max Bain, Arsha Nagrani, Gül Varol, and Andrew Zisserman. 2021. Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval. In 2021 IEEE/CVF International Conference on Computer Vision (ICCV). 1708--1718.

3. Simion-Vlad Bogolin , Ioana Croitoru , Hailin Jin , Yang Liu , and Samuel Albanie . 2021 . Cross Modal Retrieval with Querybank Normalisation. In 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 5184--5195 . Simion-Vlad Bogolin, Ioana Croitoru, Hailin Jin, Yang Liu, and Samuel Albanie. 2021. Cross Modal Retrieval with Querybank Normalisation. In 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 5184--5195.

4. David L. Chen and William B. Dolan. 2011 . Collecting Highly Parallel Data for Paraphrase Evaluation. In Annual Meeting of the Association for Computational Linguistics. David L. Chen and William B. Dolan. 2011. Collecting Highly Parallel Data for Paraphrase Evaluation. In Annual Meeting of the Association for Computational Linguistics.

5. Shizhe Chen , Yida Zhao , Qin Jin , and Qi Wu . 2020 . Fine-Grained Video-Text Retrieval With Hierarchical Graph Reasoning. In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 10635--10644 . Shizhe Chen, Yida Zhao, Qin Jin, and Qi Wu. 2020. Fine-Grained Video-Text Retrieval With Hierarchical Graph Reasoning. In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 10635--10644.

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