{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,8]],"date-time":"2025-09-08T05:58:46Z","timestamp":1757311126334,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":26,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,10,10]],"date-time":"2022-10-10T00:00:00Z","timestamp":1665360000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Hunan Provincial Science and Technology Foundation","award":["2020GK2025"],"award-info":[{"award-number":["2020GK2025"]}]},{"name":"Shenzhen Science and Technology Foundation","award":["2021Szvup035"],"award-info":[{"award-number":["2021Szvup035"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U1813205"],"award-info":[{"award-number":["U1813205"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,10,10]]},"DOI":"10.1145\/3551876.3554804","type":"proceedings-article","created":{"date-parts":[[2022,9,28]],"date-time":"2022-09-28T22:17:21Z","timestamp":1664403441000},"page":"55-60","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Improving Dimensional Emotion Recognition via Feature-wise Fusion"],"prefix":"10.1145","author":[{"given":"Yiping","family":"Liu","sequence":"first","affiliation":[{"name":"Hunan University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Sun","sequence":"additional","affiliation":[{"name":"Hunan University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xing","family":"Zhang","sequence":"additional","affiliation":[{"name":"Hunan University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yebao","family":"Qin","sequence":"additional","affiliation":[{"name":"Hunan University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,10,10]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3551792"},{"key":"e_1_3_2_2_2_1","volume-title":"Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020","author":"Baevski Alexei","year":"2020","unstructured":"Alexei Baevski , Yuhao Zhou , Abdelrahman Mohamed , and Michael Auli . 2020 . wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations . In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020 , NeurIPS 2020, December 6--12, 2020, virtual, Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, and Hsuan-Tien Lin (Eds.). https:\/\/proceedings.neurips.cc\/paper\/2020\/hash\/ 92d1e1eb1cd6f9fba3227870bb6d7f07-Abstract.html Alexei Baevski, Yuhao Zhou, Abdelrahman Mohamed, and Michael Auli. 2020. wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6--12, 2020, virtual, Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, and Hsuan-Tien Lin (Eds.). https:\/\/proceedings.neurips.cc\/paper\/2020\/hash\/ 92d1e1eb1cd6f9fba3227870bb6d7f07-Abstract.html"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2018.00019"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3475957.3484454"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2018.00020"},{"key":"e_1_3_2_2_6_1","volume-title":"CTA-RNN: Channel and Temporalwise Attention RNN Leveraging Pre-trained ASR Embeddings for Speech Emotion Recognition. CoRR abs\/2203.17023","author":"Chen Chengxin","year":"2022","unstructured":"Chengxin Chen and Pengyuan Zhang . 2022. CTA-RNN: Channel and Temporalwise Attention RNN Leveraging Pre-trained ASR Embeddings for Speech Emotion Recognition. CoRR abs\/2203.17023 ( 2022 ). https:\/\/doi.org\/10.48550\/arXiv.2203. 17023 arXiv:2203.17023 10.48550\/arXiv.2203 Chengxin Chen and Pengyuan Zhang. 2022. CTA-RNN: Channel and Temporalwise Attention RNN Leveraging Pre-trained ASR Embeddings for Speech Emotion Recognition. CoRR abs\/2203.17023 (2022). https:\/\/doi.org\/10.48550\/arXiv.2203. 17023 arXiv:2203.17023"},{"key":"e_1_3_2_2_7_1","volume-title":"WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing. CoRR abs\/2110.13900","author":"Chen Sanyuan","year":"2021","unstructured":"Sanyuan Chen , Chengyi Wang , Zhengyang Chen , Yu Wu , Shujie Liu , Zhuo Chen , Jinyu Li , Naoyuki Kanda , Takuya Yoshioka , Xiong Xiao , Jian Wu , Long Zhou , Shuo Ren , Yanmin Qian , Yao Qian , Jian Wu , Michael Zeng , and Furu Wei . 2021. WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing. CoRR abs\/2110.13900 ( 2021 ). arXiv:2110.13900 https:\/\/arxiv.org\/abs\/2110.13900 Sanyuan Chen, Chengyi Wang, Zhengyang Chen, Yu Wu, Shujie Liu, Zhuo Chen, Jinyu Li, Naoyuki Kanda, Takuya Yoshioka, Xiong Xiao, Jian Wu, Long Zhou, Shuo Ren, Yanmin Qian, Yao Qian, Jian Wu, Michael Zeng, and Furu Wei. 2021. WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing. CoRR abs\/2110.13900 (2021). arXiv:2110.13900 https:\/\/arxiv.org\/abs\/2110.13900"},{"key":"e_1_3_2_2_8_1","volume-title":"Proceedings of the 3rd Multimodal Sentiment Analysis Challenge. Association for Computing Machinery","author":"Christ Lukas","year":"2022","unstructured":"Lukas Christ , Shahin Amiriparian , Alice Baird , Panagiotis Tzirakis , Alexander Kathan , Niklas M\u00fcller , Lukas Stappen , Eva-Maria Me\u00dfner , Andreas K\u00f6nig , Alan Cowen , Erik Cambria , and Bj\u00f6rn W. Schuller . 2022. The MuSe 2022 MultimodaSentiment Analysis Challenge: Humor, Emotional Reactions, and Stress . In Proceedings of the 3rd Multimodal Sentiment Analysis Challenge. Association for Computing Machinery , Lisbon, Portugal. Workshop held at ACM Multimedia 2022 , to appear. Lukas Christ, Shahin Amiriparian, Alice Baird, Panagiotis Tzirakis, Alexander Kathan, Niklas M\u00fcller, Lukas Stappen, Eva-Maria Me\u00dfner, Andreas K\u00f6nig, Alan Cowen, Erik Cambria, and Bj\u00f6rn W. Schuller. 2022. The MuSe 2022 MultimodaSentiment Analysis Challenge: Humor, Emotional Reactions, and Stress. In Proceedings of the 3rd Multimodal Sentiment Analysis Challenge. Association for Computing Machinery, Lisbon, Portugal. Workshop held at ACM Multimedia 2022, to appear."},{"key":"e_1_3_2_2_9_1","volume-title":"8th International Conference on Learning Representations, ICLR 2020","author":"Clark Kevin","year":"2020","unstructured":"Kevin Clark , Minh-Thang Luong , Quoc V. Le , and Christopher D. Manning . 2020. ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators . In 8th International Conference on Learning Representations, ICLR 2020 , Addis Ababa, Ethiopia, April 26--30 , 2020 . OpenReview.net. https:\/\/openreview.net\/ forum?id=r1xMH1BtvB Kevin Clark, Minh-Thang Luong, Quoc V. Le, and Christopher D. Manning. 2020. ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators. In 8th International Conference on Learning Representations, ICLR 2020, Addis Ababa, Ethiopia, April 26--30, 2020. OpenReview.net. https:\/\/openreview.net\/ forum?id=r1xMH1BtvB"},{"key":"e_1_3_2_2_10_1","volume-title":"Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016","author":"He Kaiming","year":"2016","unstructured":"Kaiming He , Xiangyu Zhang , Shaoqing Ren , and Jian Sun . 2016 . Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016 , Las Vegas, NV, USA, June 27--30 , 2016. IEEE Computer Society, 770--778. https:\/\/doi.org\/10.1109\/CVPR.2016.90 10.1109\/CVPR.2016.90 Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016. Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016, Las Vegas, NV, USA, June 27--30, 2016. IEEE Computer Society, 770--778. https:\/\/doi.org\/10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D18-1014"},{"key":"e_1_3_2_2_12_1","volume-title":"RoBERTa: A Robustly Optimized BERT Pretraining Approach. CoRR abs\/1907.11692","author":"Liu Yinhan","year":"2019","unstructured":"Yinhan Liu , Myle Ott , Naman Goyal , Jingfei Du , Mandar Joshi , Danqi Chen , Omer Levy , Mike Lewis , Luke Zettlemoyer , and Veselin Stoyanov . 2019. RoBERTa: A Robustly Optimized BERT Pretraining Approach. CoRR abs\/1907.11692 ( 2019 ). arXiv:1907.11692 http:\/\/arxiv.org\/abs\/1907.11692 Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019. RoBERTa: A Robustly Optimized BERT Pretraining Approach. CoRR abs\/1907.11692 (2019). arXiv:1907.11692 http:\/\/arxiv.org\/abs\/1907.11692"},{"key":"e_1_3_2_2_13_1","volume-title":"Hybrid Mutimodal Fusion for Dimensional Emotion Recognition. In MuSe '21: Proceedings of the 2nd on Multimodal Sentiment Analysis Challenge","author":"Ma Ziyu","year":"2021","unstructured":"Ziyu Ma , Fuyan Ma , Bin Sun , and Shutao Li . 2021 . Hybrid Mutimodal Fusion for Dimensional Emotion Recognition. In MuSe '21: Proceedings of the 2nd on Multimodal Sentiment Analysis Challenge , Virtual Event, China , 24 October 2021, Bj\u00f6rn W. Schuller, Lukas Stappen, Eva-Maria Me\u00dfner, Erik Cambria, and Guoying Zhao (Eds.). ACM, 29--36. https:\/\/doi.org\/10.1145\/3475957.3484457 10.1145\/3475957.3484457 Ziyu Ma, Fuyan Ma, Bin Sun, and Shutao Li. 2021. Hybrid Mutimodal Fusion for Dimensional Emotion Recognition. In MuSe '21: Proceedings of the 2nd on Multimodal Sentiment Analysis Challenge, Virtual Event, China, 24 October 2021, Bj\u00f6rn W. Schuller, Lukas Stappen, Eva-Maria Me\u00dfner, Erik Cambria, and Guoying Zhao (Eds.). ACM, 29--36. https:\/\/doi.org\/10.1145\/3475957.3484457"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2017.7952552"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2017.02.003"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2018.2882362"},{"key":"e_1_3_2_2_17_1","volume-title":"Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5--10, 2020","author":"Rahman Wasifur","year":"1865","unstructured":"Wasifur Rahman , Md. Kamrul Hasan , Sangwu Lee , AmirAli Bagher Zadeh , Chengfeng Mao , Louis-Philippe Morency , and Mohammed E. Hoque . 2020. Integrating Multimodal Information in Large Pretrained Transformers . In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5--10, 2020 , Dan Jurafsky, Joyce Chai, Natalie Schluter, and Joel R. Tetreault (Eds.). Association for Computational Linguistics, 2359--2369. https:\/\/doi.org\/10. 1865 3\/v1\/2020.acl-main.214 10.18653\/v1 Wasifur Rahman, Md. Kamrul Hasan, Sangwu Lee, AmirAli Bagher Zadeh, Chengfeng Mao, Louis-Philippe Morency, and Mohammed E. Hoque. 2020. Integrating Multimodal Information in Large Pretrained Transformers. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5--10, 2020, Dan Jurafsky, Joyce Chai, Natalie Schluter, and Joel R. Tetreault (Eds.). Association for Computational Linguistics, 2359--2369. https:\/\/doi.org\/10.18653\/v1\/2020.acl-main.214"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3129340"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3423327"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3475957"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3475957.3484456"},{"key":"e_1_3_2_2_22_1","volume-title":"Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019","volume":"6569","author":"Hubert Tsai Yao-Hung","year":"2019","unstructured":"Yao-Hung Hubert Tsai , Shaojie Bai , Paul Pu Liang , J. Zico Kolter , Louis-Philippe Morency , and Ruslan Salakhutdinov . 2019 . Multimodal Transformer for Unaligned Multimodal Language Sequences . In Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019 , Florence, Italy, July 28- August 2, 2019, Volume 1: Long Papers, Anna Korhonen, David R. Traum, and Llu\u00eds M\u00e0rquez (Eds.). Association for Computational Linguistics, 6558-- 6569 . https: \/\/doi.org\/10.18653\/v1\/p19--1656 10.18653\/v1 Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, and Ruslan Salakhutdinov. 2019. Multimodal Transformer for Unaligned Multimodal Language Sequences. In Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019, Florence, Italy, July 28- August 2, 2019, Volume 1: Long Papers, Anna Korhonen, David R. Traum, and Llu\u00eds M\u00e0rquez (Eds.). Association for Computational Linguistics, 6558--6569. https: \/\/doi.org\/10.18653\/v1\/p19--1656"},{"key":"e_1_3_2_2_23_1","volume-title":"Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani , Noam Shazeer , Niki Parmar , Jakob Uszkoreit , Llion Jones , Aidan N. Gomez , Lukasz Kaiser , and Illia Polosukhin . 2017 . Attention is All you Need . In Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017 , December 4 - 9 , 2017, Long Beach, CA, USA, Isabelle Guyon, Ulrike von Luxburg, Samy Bengio, Hanna M. Wallach, Rob Fergus, S. V. N. Vishwanathan, and Roman Garnett (Eds.). 5998--6008. https:\/\/proceedings.neurips.cc\/paper\/2017\/hash\/ 3f5ee243547dee91fbd053c1c4a845aa-Abstract.html Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017. Attention is All you Need. In Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4- 9, 2017, Long Beach, CA, USA, Isabelle Guyon, Ulrike von Luxburg, Samy Bengio, Hanna M. Wallach, Rob Fergus, S. V. N. Vishwanathan, and Roman Garnett (Eds.). 5998--6008. https:\/\/proceedings.neurips.cc\/paper\/2017\/hash\/ 3f5ee243547dee91fbd053c1c4a845aa-Abstract.html"},{"key":"e_1_3_2_2_24_1","volume-title":"Amir Zadeh, and LouisPhilippe Morency.","author":"Wang Yansen","year":"2019","unstructured":"Yansen Wang , Ying Shen , Zhun Liu , Paul Pu Liang , Amir Zadeh, and LouisPhilippe Morency. 2019 . Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. In The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 2019, The Thirty-First Innovative Applications of Artificial Intelligence Conference, IAAI 2019, The Ninth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, USA, January 27 - February 1, 2019. AAAI Press , 7216--7223. https: \/\/doi.org\/10.1609\/aaai.v33i01.33017216 10.1609\/aaai.v33i01.33017216 Yansen Wang, Ying Shen, Zhun Liu, Paul Pu Liang, Amir Zadeh, and LouisPhilippe Morency. 2019. Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. In The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 2019, The Thirty-First Innovative Applications of Artificial Intelligence Conference, IAAI 2019, The Ninth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, USA, January 27 - February 1, 2019. AAAI Press, 7216--7223. https: \/\/doi.org\/10.1609\/aaai.v33i01.33017216"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D17-1115"},{"key":"e_1_3_2_2_26_1","volume-title":"6th International Conference on Learning Representations, ICLR","author":"Zhang Hongyi","year":"2018","unstructured":"Hongyi Zhang , Moustapha Ciss\u00e9 , Yann N. Dauphin , and David Lopez-Paz . 2018. mixup: Beyond Empirical Risk Minimization . In 6th International Conference on Learning Representations, ICLR 2018 , Vancouver, BC , Canada, April 30 - May 3, 2018, Conference Track Proceedings. OpenReview .net. https:\/\/openreview.net\/ forum?id=r1Ddp1-R Hongyi Zhang, Moustapha Ciss\u00e9, Yann N. Dauphin, and David Lopez-Paz. 2018. mixup: Beyond Empirical Risk Minimization. In 6th International Conference on Learning Representations, ICLR 2018, Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings. OpenReview.net. https:\/\/openreview.net\/ forum?id=r1Ddp1-R"}],"event":{"name":"MM '22: The 30th ACM International Conference on Multimedia","sponsor":["SIGMM ACM Special Interest Group on Multimedia"],"location":"Lisboa Portugal","acronym":"MM '22"},"container-title":["Proceedings of the 3rd International on Multimodal Sentiment Analysis Workshop and Challenge"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3551876.3554804","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3551876.3554804","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:00:16Z","timestamp":1750186816000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3551876.3554804"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,10]]},"references-count":26,"alternative-id":["10.1145\/3551876.3554804","10.1145\/3551876"],"URL":"https:\/\/doi.org\/10.1145\/3551876.3554804","relation":{},"subject":[],"published":{"date-parts":[[2022,10,10]]},"assertion":[{"value":"2022-10-10","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}