RTQ: Rethinking Video-language Understanding Based on Image-text Model

Author:

Wang Xiao1ORCID,Li Yaoyu2ORCID,Gan Tian3ORCID,Zhang Zheng2ORCID,Lv Jingjing2ORCID,Nie Liqiang4ORCID

Affiliation:

1. Harbin Institute of Technology, Shenzhen & JD.com Inc., Shenzhen, China

2. JD.com Inc., Beijing, China

3. Shandong University, Qingdao, China

4. Harbin Institute of Technology, Shenzhen, Shenzhen, China

Funder

Shandong Provincial Natural Science and Foundation

National Natural Science Foundation of China

Publisher

ACM

Reference54 articles.

1. Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr Yana Hasson Karel Lenc Arthur Mensch Katherine Millican Malcolm Reynolds Roman Ring Eliza Rutherford Serkan Cabi Tengda Han Zhitao Gong Sina Samangooei Marianne Monteiro Jacob L. Menick Sebastian Borgeaud Andy Brock Aida Nematzadeh Sahand Sharifzadeh Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman and Karén Simonyan. 2022. Flamingo: a Visual Language Model for Few-Shot Learning. In Advances in Neural Information Processing Systems. Curran Associates 23716--23736. Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr Yana Hasson Karel Lenc Arthur Mensch Katherine Millican Malcolm Reynolds Roman Ring Eliza Rutherford Serkan Cabi Tengda Han Zhitao Gong Sina Samangooei Marianne Monteiro Jacob L. Menick Sebastian Borgeaud Andy Brock Aida Nematzadeh Sahand Sharifzadeh Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman and Karén Simonyan. 2022. Flamingo: a Visual Language Model for Few-Shot Learning. In Advances in Neural Information Processing Systems. Curran Associates 23716--23736.

2. Localizing Moments in Video with Natural Language

3. 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 Conference on Computer Vision and Pattern Recognition. IEEE, 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 Conference on Computer Vision and Pattern Recognition. IEEE, 1708--1718.

4. Revisiting the “Video” in Video-Language Understanding

5. David Chen and William B Dolan . 2011 . Collecting highly parallel data for paraphrase evaluation . In Annual Meeting of the Association for Computational Linguistics. The Association for Computer Linguistics, 190--200 . David Chen and William B Dolan. 2011. Collecting highly parallel data for paraphrase evaluation. In Annual Meeting of the Association for Computational Linguistics. The Association for Computer Linguistics, 190--200.

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1. M 2 -RAAP: A Multi-Modal Recipe for Advancing Adaptation-based Pre-training towards Effective and Efficient Zero-shot Video-text Retrieval;Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval;2024-07-10

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