Multi Teacher Privileged Knowledge Distillation for Multimodal Expression Recognition

16 August 2024

Muhammad Haseeb Aslam

M. Pedersoli

Alessandro Lameiras Koerich

Eric Granger

ArXiv (abs)PDF HTML

Papers citing "Multi Teacher Privileged Knowledge Distillation for Multimodal Expression Recognition"

32 / 32 papers shown

Title
A Full Transformer-based Framework for Automatic Pain Estimation using Videos Stefanos Gkikas Manolis Tsiknakis MedIm ViT 140 8 0 19 Dec 2024
Joint Multimodal Transformer for Emotion Recognition in the Wild Paul Waligora Haseeb Aslam Osama Zeeshan Soufiane Belharbi A. L. Koerich M. Pedersoli Simon L Bacon Eric Granger 68 11 0 15 Mar 2024
Distilling Privileged Multimodal Information for Expression Recognition using Optimal Transport Haseeb Aslam Muhammad Osama Zeeshan Soufiane Belharbi M. Pedersoli A. L. Koerich Simon L Bacon Eric Granger 53 10 0 27 Jan 2024
A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations Hui Ma Jian Wang Hongfei Lin Bo Zhang Yijia Zhang Bo Xu 77 46 0 31 Oct 2023
Speech Emotion Recognition with Distilled Prosodic and Linguistic Affect Representations Debaditya Shome Ali Etemad 59 5 0 09 Sep 2023
From the Lab to the Wild: Affect Modeling via Privileged Information Konstantinos Makantasis Kosmas Pinitas Antonios Liapis Georgios N. Yannakakis 67 9 0 18 May 2023
Transformer Encoder with Multiscale Deep Learning for Pain Classification Using Physiological Signals Zhenyu Lu Burcu Ozek S. Kamarthi ViT MedIm 51 15 0 13 Mar 2023
Multimodal Deep Learning Cem Akkus Jiquan Ngiam Vladana Djakovic Steffen Jauch-Walser A. Khosla ... Jann Goschenhofer Honglak Lee A. Ng Daniel Schalk Matthias Aßenmacher 120 3,176 0 12 Jan 2023
XKD: Cross-modal Knowledge Distillation with Domain Alignment for Video Representation Learning Pritam Sarkar Ali Etemad 95 23 0 25 Nov 2022
Audio-Visual Fusion for Emotion Recognition in the Valence-Arousal Space Using Joint Cross-Attention R Gnana Praveen Eric Granger P. Cardinal CVBM 79 33 0 19 Sep 2022
A Joint Cross-Attention Model for Audio-Visual Fusion in Dimensional Emotion Recognition R Gnana Praveen W. Melo Nasib Ullah Haseeb Aslam Osama Zeeshan ... M. Pedersoli Alessandro Lameiras Koerich Simon L Bacon P. Cardinal Eric Granger 76 71 0 28 Mar 2022
ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challenges D. Kollias 77 200 0 22 Feb 2022
Learning an Augmented RGB Representation with Cross-Modal Knowledge Distillation for Action Detection Rui Dai Srijan Das Francois Bremond 74 40 0 08 Aug 2021
Feature Pyramid Network for Multi-task Affective Analysis Ruian He Zhen Xing Weimin Tan Bo Yan CVBM 70 8 0 08 Jul 2021
Attention Bottlenecks for Multimodal Fusion Arsha Nagrani Shan Yang Anurag Arnab A. Jansen Cordelia Schmid Chen Sun 106 569 0 30 Jun 2021
Towards Understanding Ensemble, Knowledge Distillation and Self-Distillation in Deep Learning Zeyuan Allen-Zhu Yuanzhi Li FedML 138 375 0 17 Dec 2020
Model Compression Using Optimal Transport Suhas Lohit Michael J. Jones 57 8 0 07 Dec 2020
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional Network Zihang Zhang Jianping Gu CVBM 35 6 0 03 Feb 2020
Relational Knowledge Distillation Wonpyo Park Dongju Kim Yan Lu Minsu Cho 74 1,425 0 10 Apr 2019
Person Re-identification with Metric Learning using Privileged Information Xun Yang Ming Wang Dacheng Tao 102 168 0 10 Apr 2019
A Comprehensive Overhaul of Feature Distillation Byeongho Heo Jeesoo Kim Sangdoo Yun Hyojin Park Nojun Kwak J. Choi 86 584 0 03 Apr 2019
Noise-tolerant Audio-visual Online Person Verification using an Attention-based Neural Network Fusion Suwon Shon Tae-Hyun Oh James R. Glass 46 50 0 27 Nov 2018
Learning with privileged information via adversarial discriminative modality distillation Nuno C. Garcia Pietro Morerio Vittorio Murino 42 67 0 19 Oct 2018
Interpolating between Optimal Transport and MMD using Sinkhorn Divergences Jean Feydy Thibault Séjourné François-Xavier Vialard S. Amari A. Trouvé Gabriel Peyré OT 64 531 0 18 Oct 2018
Deep Affect Prediction in-the-wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyond D. Kollias Panagiotis Tzirakis M. Nicolaou A. Papaioannou Guoying Zhao Björn Schuller I. Kotsia Stefanos Zafeiriou CVBM 104 444 0 29 Apr 2018
Paraphrasing Complex Network: Network Compression via Factor Transfer Jangho Kim Seonguk Park Nojun Kwak 77 551 0 14 Feb 2018
Tensor Fusion Network for Multimodal Sentiment Analysis Amir Zadeh Minghai Chen Soujanya Poria Min Zhang Louis-Philippe Morency 85 1,236 0 23 Jul 2017
End-to-End Multimodal Emotion Recognition using Deep Neural Networks Panagiotis Tzirakis George Trigeorgis M. Nicolaou Björn Schuller Stefanos Zafeiriou HAI 45 547 0 27 Apr 2017
Learning and Refining of Privileged Information-based RNNs for Action Recognition from Depth Sequences Zhiyuan Shi Tae-Kyun Kim 52 79 0 28 Mar 2017
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 367 19,733 0 09 Mar 2015
FitNets: Hints for Thin Deep Nets Adriana Romero Nicolas Ballas Samira Ebrahimi Kahou Antoine Chassang C. Gatta Yoshua Bengio FedML 319 3,899 0 19 Dec 2014
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 220 4,289 0 04 Jun 2013