A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations

31 October 2023

Papers citing "A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations"

31 / 31 papers shown

Title
Unimodal-driven Distillation in Multimodal Emotion Recognition with Dynamic Fusion Jiagen Li Rui Yu Huihao Huang HuaiCheng Yan 129 0 0 31 Mar 2025
VISTANet: VIsual Spoken Textual Additive Net for Interpretable Multimodal Emotion Recognition Puneet Kumar Sarthak Malik Balasubramanian Raman Xiaobai Li 116 2 0 24 Aug 2022
MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations Dou Hu Xiaolong Hou Lingwei Wei Lian-Xin Jiang Yang Mo 74 124 0 04 Mar 2022
Sparse Fusion for Multimodal Transformers Yi Ding Alex Rich Mason Wang Noah Stier M. Turk P. Sen Tobias Höllerer ViT 54 7 0 23 Nov 2021
MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in Conversation Jingwen Hu Yuchen Liu Jinming Zhao Qin Jin 77 209 0 14 Jul 2021
Leveraging Recent Advances in Deep Learning for Audio-Visual Emotion Recognition Liam Schoneveld Alice Othmani Hazem Abdelkawy 56 181 0 16 Mar 2021
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations Deepanway Ghosal Navonil Majumder Alexander Gelbukh Rada Mihalcea Soujanya Poria 100 320 0 06 Oct 2020
Feature-map-level Online Adversarial Knowledge Distillation Inseop Chung Seonguk Park Jangho Kim Nojun Kwak GAN 81 130 0 05 Feb 2020
Real-Time Emotion Recognition via Attention Gated Hierarchical Memory Network Wenxiang Jiao Michael R. Lyu Irwin King 61 120 0 20 Nov 2019
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Deepanway Ghosal Navonil Majumder Soujanya Poria Niyati Chhaya Alexander Gelbukh 88 512 0 30 Aug 2019
Learning Lightweight Lane Detection CNNs by Self Attention Distillation Yuenan Hou Zheng Ma Chunxiao Liu Chen Change Loy 68 557 0 02 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,464 0 26 Jul 2019
Multimodal Transformer for Unaligned Multimodal Language Sequences Yao-Hung Hubert Tsai Shaojie Bai Paul Pu Liang J. Zico Kolter Louis-Philippe Morency Ruslan Salakhutdinov 86 1,304 0 01 Jun 2019
Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation Linfeng Zhang Jiebo Song Anni Gao Jingwei Chen Chenglong Bao Kaisheng Ma FedML 76 861 0 17 May 2019
HiGRU: Hierarchical Gated Recurrent Units for Utterance-level Emotion Recognition Wenxiang Jiao Haiqin Yang Irwin King Michael R. Lyu 53 129 0 09 Apr 2019
The Design and Implementation of XiaoIce, an Empathetic Social Chatbot Li Zhou Jianfeng Gao Di Li Harry Shum 65 601 0 21 Dec 2018
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations Navonil Majumder Soujanya Poria Devamanyu Hazarika Rada Mihalcea Alexander Gelbukh Min Zhang 64 721 0 01 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations Soujanya Poria Devamanyu Hazarika Navonil Majumder Gautam Naik Min Zhang Rada Mihalcea 109 1,069 0 05 Oct 2018
Emotion Recognition in Speech using Cross-Modal Transfer in the Wild Samuel Albanie Arsha Nagrani Andrea Vedaldi Andrew Zisserman CVBM 61 271 0 16 Aug 2018
Multimodal Language Analysis with Recurrent Multistage Fusion Paul Pu Liang Liu Ziyin Amir Zadeh Louis-Philippe Morency 132 198 0 12 Aug 2018
Investigating Audio, Visual, and Text Fusion Methods for End-to-End Automatic Personality Prediction Onno P. Kampman Elham J. Barezi D. Bertero Pascale Fung 83 96 0 02 May 2018
Learning Deep Representations with Probabilistic Knowledge Transfer Nikolaos Passalis Anastasios Tefas 61 412 0 28 Mar 2018
Memory Fusion Network for Multi-view Sequential Learning Amir Zadeh Paul Pu Liang Navonil Mazumder Soujanya Poria Min Zhang Louis-Philippe Morency 76 706 0 03 Feb 2018
Tensor Fusion Network for Multimodal Sentiment Analysis Amir Zadeh Minghai Chen Soujanya Poria Min Zhang Louis-Philippe Morency 82 1,236 0 23 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 713 131,652 0 12 Jun 2017
Deep Mutual Learning Ying Zhang Tao Xiang Timothy M. Hospedales Huchuan Lu FedML 151 1,653 0 01 Jun 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 775 36,813 0 25 Aug 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 362 19,660 0 09 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
FitNets: Hints for Thin Deep Nets Adriana Romero Nicolas Ballas Samira Ebrahimi Kahou Antoine Chassang C. Gatta Yoshua Bengio FedML 308 3,887 0 19 Dec 2014