Emotion Recognition Using Transformers with Masked Learning

Face behavior a la carte: Expressions, affect and action units in a single network

Original

Dimitrios Kollias, Viktoriia Sharmanska, and Stefanos Zafeiriou · 1910

Earlier work this paper cites.

Focal loss for dense object detection

Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dollár · 2017

Earlier work this paper cites.

Aff-wild: Valence and arousal ‘in-the-wild’challenge

Stefanos Zafeiriou, Dimitrios Kollias, Mihalis A Nicolaou, Athanasios Papaioannou, Guoying Zhao, and Irene Kotsia · 2017

Earlier work this paper cites.

Bert: Pre-training of deep bidirectional transformers for language understanding

Original

Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018

Earlier work this paper cites.

Expression, affect, action unit recognition: Aff-wild2, multi-task learning and arcface

Original

Dimitrios Kollias and Stefanos Zafeiriou · 2019

Earlier work this paper cites.

Language models are few-shot learners

Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al · 2020

Earlier work this paper cites.

An image is worth 16x16 words: Transformers for image recognition at scale

Original

Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, et al · 2020

Earlier work this paper cites.

Analysing affective behavior in the first abaw 2020 competition

D Kollias, A Schulc, E Hajiyev, and S Zafeiriou · 2020

Cited alongside, same era.

Distribution matching for heterogeneous multi-task learning: a large-scale face study

Original

Dimitrios Kollias, Viktoriia Sharmanska, and Stefanos Zafeiriou · 2021

Cited alongside, same era.

Causal affect prediction model using a past facial image sequence

Geesung Oh, Euiseok Jeong, and Sejoon Lim · 2021

Cited alongside, same era.

Better plain vit baselines for imagenet-1k

Original

Lucas Beyer, Xiaohua Zhai, and Alexander Kolesnikov · 2022

Cited alongside, same era.

Masked autoencoders are scalable vision learners

Kaiming He, Xinlei Chen, Saining Xie, Yanghao Li, Piotr Dollár, and Ross Girshick · 2022

Cited alongside, same era.

Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges

Dimitrios Kollias, Panagiotis Tzirakis, Alice Baird, Alan Cowen, and Stefanos Zafeiriou · 2023

Later among the works it cites.

A transformer-based approach to video frame-level prediction in affective behaviour analysis in-the-wild

Original

Dang-Khanh Nguyen, Ngoc-Huynh Ho, Sudarshan Pant, and Hyung-Jeong Yang · 2023

Later among the works it cites.

Spatio-temporal au relational graph representation learning for facial action units detection

Original

Zihan Wang, Siyang Song, Cheng Luo, Yuzhi Zhou, Shiling Wu, Weicheng Xie, and Linlin Shen · 2023

Later among the works it cites.

Local region perception and relationship learning combined with feature fusion for facial action unit detection

Jun Yu, Renda Li, Zhongpeng Cai, Gongpeng Zhao, Guochen Xie, Jichao Zhu, Wangyuan Zhu, Qiang Ling, Lei Wang, Cong Wang, et al · 2023

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