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Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation

Computer Vision and Pattern Recognition (CVPR), 2019

14 June 2019

Jean Kossaifi

Antoine Toisoul

Adrian Bulat

Yannis Panagakis

Timothy M. Hospedales

Maja Pantic

CVBM

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Papers citing "Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation"

46 / 46 papers shown

Title
xTrace: A Facial Expressive Behaviour Analysis Tool for Continuous Affect Recognition M. Tellamekala S. Jaiswal Thomas Smith Timur Alamev Gary McKeown Anthony Brown Michel Valstar CVBM 200 0 0 08 May 2025
Data Augmentation for 3DMM-based Arousal-Valence Prediction for HRI Christian Arzate Cruz Yotam Sechayk Takeo Igarashi Randy Gomez 3DH 61 1 0 01 Oct 2024
Rethinking Affect Analysis: A Protocol for Ensuring Fairness and ConsistencyIEEE Transactions on Biometrics Behavior and Identity Science (TBBIS), 2024 Guanyu Hu Dimitrios Kollias Eleni Papadopoulou Paraskevi Tzouveli Jie Wei Xinyu Yang 159 9 0 04 Aug 2024
FineCLIPER: Multi-modal Fine-grained CLIP for Dynamic Facial Expression Recognition with AdaptERs Haodong Chen Haojian Huang Junhao Dong Mingzhe Zheng Dian Shao 220 30 0 02 Jul 2024
Reduced storage direct tensor ring decomposition for convolutional neural networks compressionNeural Networks (NN), 2024 Mateusz Gabor R. Zdunek 188 0 0 17 May 2024
Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization James Oldfield Markos Georgopoulos Grigorios G. Chrysos Christos Tzelepis Yannis Panagakis M. Nicolaou Jiankang Deng Ioannis Patras MoE 203 14 0 19 Feb 2024
Neuromorphic Valence and Arousal EstimationJournal of Ambient Intelligence and Humanized Computing (JAIHC), 2024 Lorenzo Berlincioni Luca Cultrera Federico Becattini Marco Bertini CVBM 140 6 0 29 Jan 2024
ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks Yang Sui Miao Yin Yu Gong Jinqi Xiao Huy Phan Bo Yuan 159 9 0 18 Jan 2024
From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in VideosIEEE Transactions on Affective Computing (TAC), 2023 Yin Chen Jia Li Shiguang Shan Meng Wang Richang Hong 125 54 0 09 Dec 2023
Tensor Decomposition Based Attention Module for Spiking Neural NetworksKnowledge-Based Systems (KBS), 2023 Haoyu Deng Rui-jie Zhu Xuerui Qiu Yule Duan Malu Zhang Liang-Jian Deng 182 15 0 23 Oct 2023
Multi-Grid Tensorized Fourier Neural Operator for High-Resolution PDEs Jean Kossaifi Nikola B. Kovachki Kamyar Azizzadenesheli Anima Anandkumar AI4CE 187 53 0 29 Sep 2023
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from Scratch P. Zhai K. Guo Fan Liu Xiaofen Xing Xiangmin Xu 149 3 0 25 Sep 2023
Efficient Labelling of Affective Video Datasets via Few-Shot & Multi-Task Contrastive LearningACM Multimedia (ACM MM), 2023 R. Parameshwara Ibrahim Radwan Akshay Asthana Iman Abbasnejad Ramanathan Subramanian Roland Goecke CVBM 136 5 0 04 Aug 2023
MAE-DFER: Efficient Masked Autoencoder for Self-supervised Dynamic Facial Expression RecognitionACM Multimedia (ACM MM), 2023 Guoying Zhao Zheng Lian B. Liu Jianhua Tao 154 66 0 05 Jul 2023
How Informative is the Approximation Error from Tensor Decomposition for Neural Network Compression?International Conference on Learning Representations (ICLR), 2023 Jetze T. Schuurmans Kim Batselier Julian F. P. Kooij 78 3 0 09 May 2023
One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Fenglei Fan Hangcheng Dong Zhongming Wu Lecheng Ruan T. Zeng Yiming Cui Jing-Xiao Liao 120 10 0 11 Mar 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Xinjian Zhao Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 382 34 0 22 Jan 2023
SS-VAERR: Self-Supervised Apparent Emotional Reaction Recognition from VideoIEEE International Conference on Automatic Face & Gesture Recognition (FG), 2022 Marija Jegorova Stavros Petridis Maja Pantic 122 3 0 20 Oct 2022
Optimal Transport-based Identity Matching for Identity-invariant Facial Expression RecognitionNeural Information Processing Systems (NeurIPS), 2022 D. Kim B. Song OT 124 14 0 25 Sep 2022
Inflating 2D Convolution Weights for Efficient Generation of 3D Medical Images Yanbin Liu Girish Dwivedi F. Boussaïd Frank M. Sanfilippo Makoto Yamada Bennamoun DiffM MedIm 175 13 0 08 Aug 2022
Towards Intercultural Affect Recognition: Audio-Visual Affect Recognition in the Wild Across Six CulturesIEEE International Conference on Automatic Face & Gesture Recognition (FG), 2022 Leena Mathur R. Adolphs Maja J. Matarić CVBM 283 2 0 31 Jul 2022
Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities?IEEE Transactions on Affective Computing (IEEE TAC), 2022 M. Tellamekala Ömer Sümer Björn W. Schuller Elisabeth André T. Giesbrecht Michel Valstar CVBM 93 12 0 03 Jul 2022
tntorch: Tensor Network Learning with PyTorchJournal of machine learning research (JMLR), 2022 Mikhail (Misha) Usvyatsov R. Ballester-Ripoll Konrad Schindler AI4CE 177 24 0 22 Jun 2022
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 M. Tellamekala Shahin Amiriparian Björn W. Schuller Elisabeth André T. Giesbrecht Michel Valstar 193 35 0 12 Jun 2022
NR-DFERNet: Noise-Robust Network for Dynamic Facial Expression Recognition Hanting Li Ming-Fa Sui Zhaoqing Zhu Feng Zhao 107 34 0 10 Jun 2022
A Unified Weight Initialization Paradigm for Tensorial Convolutional Neural NetworksInternational Conference on Machine Learning (ICML), 2022 Yu Pan Zeyong Su Ao Liu Jingquan Wang Nannan Li Zenglin Xu 102 13 0 28 May 2022
Position: Tensor Networks are a Valuable Asset for Green AIInternational Conference on Machine Learning (ICML), 2022 Eva Memmel Clara Menzen Jetze T. Schuurmans Frederiek Wesel Kim Batselier 170 7 0 25 May 2022
A New Measure of Model Redundancy for Compressed Convolutional Neural Networks Feiqing Huang Yuefeng Si Yao Zheng Guodong Li 128 1 0 09 Dec 2021
Tensor Component Analysis for Interpreting the Latent Space of GANs James Oldfield Markos Georgopoulos Yannis Panagakis M. Nicolaou Ioannis Patras GAN 89 18 0 23 Nov 2021
Reinforcement Learning in Factored Action Spaces using Tensor Decompositions Anuj Mahajan Mikayel Samvelyan Lei Mao Viktor Makoviychuk Animesh Garg Jean Kossaifi Shimon Whiteson Yuke Zhu Anima Anandkumar 84 9 0 27 Oct 2021
Model based Multi-agent Reinforcement Learning with Tensor Decompositions Pascal R. van der Vaart Anuj Mahajan Shimon Whiteson AI4CE 115 8 0 27 Oct 2021
Tensor Methods in Computer Vision and Deep LearningProceedings of the IEEE (Proc. IEEE), 2021 Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar Stefanos Zafeiriou 88 147 0 07 Jul 2021
Tesseract: Tensorised Actors for Multi-Agent Reinforcement LearningInternational Conference on Machine Learning (ICML), 2021 Anuj Mahajan Mikayel Samvelyan Lei Mao Viktor Makoviychuk Animesh Garg Jean Kossaifi Shimon Whiteson Yuke Zhu Anima Anandkumar 168 37 0 31 May 2021
Initialization and Regularization of Factorized Neural LayersInternational Conference on Learning Representations (ICLR), 2021 M. Khodak Neil A. Tenenholtz Lester W. Mackey Nicolò Fusi 254 64 0 03 May 2021
Pre-training strategies and datasets for facial representation learningEuropean Conference on Computer Vision (ECCV), 2021 Adrian Bulat Shiyang Cheng Jing Yang A. Garbett Enrique Sanchez Georgios Tzimiropoulos CVBM SSL 129 40 0 30 Mar 2021
Meta-Mining Discriminative Samples for Kinship VerificationComputer Vision and Pattern Recognition (CVPR), 2021 Wanhua Li Shiwei Wang Jiwen Lu Jianjiang Feng Jie Zhou 98 25 0 28 Mar 2021
Affective Processes: stochastic modelling of temporal context for emotion and facial expression recognitionComputer Vision and Pattern Recognition (CVPR), 2021 Enrique Sanchez M. Tellamekala Michel Valstar Georgios Tzimiropoulos CVBM 94 37 0 24 Mar 2021
Revisiting Dynamic Convolution via Matrix DecompositionInternational Conference on Learning Representations (ICLR), 2021 Yunsheng Li Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Ye Yu Lu Yuan Zicheng Liu Mei Chen Nuno Vasconcelos 118 79 0 15 Mar 2021
FFConv: Fast Factorized Convolutional Neural Network Inference on Encrypted Data Yu-Ching Lu Jie Lin Chao Jin Zhe Wang Ruibing Jin Khin Mi Mi Aung Xiaoli Li 103 1 0 06 Feb 2021
Going Beyond Classification Accuracy Metrics in Model Compression Vinu Joseph Shoaib Ahmed Siddiqui Aditya Bhaskara Ganesh Gopalakrishnan Saurav Muralidharan M. Garland Sheraz Ahmed Andreas Dengel 93 18 0 03 Dec 2020
Towards Compact Neural Networks via End-to-End Training: A Bayesian Tensor Approach with Automatic Rank DeterminationSIAM Journal on Mathematics of Data Science (SIMODS), 2020 Cole Hawkins Xing-er Liu Zheng Zhang BDL MQ 201 32 0 17 Oct 2020
Learning Emotional-Blinded Face RepresentationsInternational Conference on Pattern Recognition (ICPR), 2020 Alejandro Peña Julian Fierrez Àgata Lapedriza Aythami Morales CVBM 92 14 0 18 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 536 86 0 17 Sep 2020
Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural NetworkEuropean Conference on Computer Vision (ECCV), 2020 Anh-Huy Phan Konstantin Sobolev Konstantin Sozykin Dmitry Ermilov Julia Gusak P. Tichavský Valeriy Glukhov Ivan Oseledets A. Cichocki BDL 132 150 0 12 Aug 2020
tvGP-VAE: Tensor-variate Gaussian Process Prior Variational Autoencoder Alexander Campbell Pietro Lio BDL CML 148 9 0 08 Jun 2020
Convolutional Tensor-Train LSTM for Spatio-temporal LearningNeural Information Processing Systems (NeurIPS), 2020 Jiahao Su Wonmin Byeon Jean Kossaifi Furong Huang Jan Kautz Anima Anandkumar AI4TS 164 133 0 21 Feb 2020