TopicCAT: Unsupervised Topic-Guided Co-Attention Transformer for Extreme Multimodal Summarisation

Author:

Tang Peggy1ORCID,Hu Kun1ORCID,Zhang Lei2ORCID,Gao Junbin1ORCID,Luo Jiebo3ORCID,Wang Zhiyong1ORCID

Affiliation:

1. The University of Sydney, Sydney, NSW, Australia

2. International Digital Economy Academy, Shenzhen, China

3. University of Rochester, Rochester, NY, USA

Funder

Australian Research Council

Publisher

ACM

Reference43 articles.

1. Evlampios Apostolidis , Eleni Adamantidou , Vasileios Mezaris , and Ioannis Patras . 2021 . Combining Adversarial and Reinforcement Learning for Video Thumbnail Selection. In International Conference on Multimedia Retrieval (ICMR) ( Taipei, Taiwan). Association for Computing Machinery, New York, NY, USA, 1--9. Evlampios Apostolidis, Eleni Adamantidou, Vasileios Mezaris, and Ioannis Patras. 2021. Combining Adversarial and Reinforcement Learning for Video Thumbnail Selection. In International Conference on Multimedia Retrieval (ICMR) (Taipei, Taiwan). Association for Computing Machinery, New York, NY, USA, 1--9.

2. Evlampios Apostolidis , Georgios Balaouras , Vasileios Mezaris , and Ioannis Patras . 2022 . Summarizing Videos Using Concentrated Attention and Considering the Uniqueness and Diversity of the Video Frames. In International Conference on Multimedia Retrieval (ICMR) ( Newark, NJ, USA). Association for Computing Machinery, New York, NY, USA, 407--415. Evlampios Apostolidis, Georgios Balaouras, Vasileios Mezaris, and Ioannis Patras. 2022. Summarizing Videos Using Concentrated Attention and Considering the Uniqueness and Diversity of the Video Frames. In International Conference on Multimedia Retrieval (ICMR) (Newark, NJ, USA). Association for Computing Machinery, New York, NY, USA, 407--415.

3. Latent Dirichlet Allocation;Blei David M.;Journal of Machine Learning Research,2003

4. Isabel Cachola , Kyle Lo , Arman Cohan , and Daniel Weld . 2020 . TLDR: Extreme Summarization of Scientific Documents. In Findings of the Association for Computational Linguistics: EMNLP 2020. Association for Computational Linguistics , Online , 4766--4777. Isabel Cachola, Kyle Lo, Arman Cohan, and Daniel Weld. 2020. TLDR: Extreme Summarization of Scientific Documents. In Findings of the Association for Computational Linguistics: EMNLP 2020. Association for Computational Linguistics, Online, 4766--4777.

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