Building Robust Multimodal Sentiment Recognition via a Simple yet Effective Multimodal Transformer

Author:

Zong Daoming1ORCID,Ding Chaoyue1ORCID,Li Baoxiang1ORCID,Zhou Dinghao1ORCID,Li Jiakui1ORCID,Zheng Ken1ORCID,Zhou Qunyan1ORCID

Affiliation:

1. SenseTime Group Limited, Beijing, China

Publisher

ACM

Reference35 articles.

1. Alexei Baevski Yuhao Zhou Abdelrahman Mohamed and Michael Auli. 2020. wav2vec 2.0: A framework for self-supervised learning of speech representations. In NeurIPS. 12449--12460. Alexei Baevski Yuhao Zhou Abdelrahman Mohamed and Michael Auli. 2020. wav2vec 2.0: A framework for self-supervised learning of speech representations. In NeurIPS. 12449--12460.

2. Multimodal machine learning: A survey and taxonomy;Tadas Baltruvs;IEEE Transactions on Pattern Analysis and Machine Intelligence,2018

3. Chun-Fu Richard Chen , Quanfu Fan , and Rameswar Panda . 2021 . Crossvit: Cross-attention multi-scale vision transformer for image classification. In ICCV. 357--366. Chun-Fu Richard Chen, Quanfu Fan, and Rameswar Panda. 2021. Crossvit: Cross-attention multi-scale vision transformer for image classification. In ICCV. 357--366.

4. Junyan Cheng Iordanis Fostiropoulos Barry Boehm and Mohammad Soleymani. 2021. Multimodal phased transformer for sentiment analysis. In EMNLP. 2447--2458. Junyan Cheng Iordanis Fostiropoulos Barry Boehm and Mohammad Soleymani. 2021. Multimodal phased transformer for sentiment analysis. In EMNLP. 2447--2458.

5. Lukas Christ Shahin Amiriparian Alice Baird Alexander Kathan Niklas Müller Steffen Klug Chris Gagne Panagiotis Tzirakis Eva-Maria Meßner Andreas König etal 2023. The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions Cross-Cultural Humour and Personalisation. arXiv preprint arXiv:2305.03369 (2023). Lukas Christ Shahin Amiriparian Alice Baird Alexander Kathan Niklas Müller Steffen Klug Chris Gagne Panagiotis Tzirakis Eva-Maria Meßner Andreas König et al. 2023. The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions Cross-Cultural Humour and Personalisation. arXiv preprint arXiv:2305.03369 (2023).

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