Arousal Estimation

9 papers with code • 3 benchmarks • 4 datasets

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Most implemented papers

Multitask Emotion Recognition with Incomplete Labels

wtomin/Multitask-Emotion-Recognition-with-Incomplete-Labels 10 Feb 2020

We use the soft labels and the ground truth to train the student model.

Pre-training strategies and datasets for facial representation learning

1adrianb/unsupervised-face-representation 30 Mar 2021

Recent work on Deep Learning in the area of face analysis has focused on supervised learning for specific tasks of interest (e. g. face recognition, facial landmark localization etc.)

Video-Based Frame-Level Facial Analysis of Affective Behavior on Mobile Devices Using EfficientNets

HSE-asavchenko/face-emotion-recognition CVPR Workshop 2022

In this paper, we consider the problem of real-time video-based facial emotion analytics, namely, facial expression recognition, prediction of valence and arousal and detection of action unit points.

$M^3$T: Multi-Modal Continuous Valence-Arousal Estimation in the Wild

sailordiary/m3t.pytorch 7 Feb 2020

This report describes a multi-modal multi-task ($M^3$T) approach underlying our submission to the valence-arousal estimation track of the Affective Behavior Analysis in-the-wild (ABAW) Challenge, held in conjunction with the IEEE International Conference on Automatic Face and Gesture Recognition (FG) 2020.

Technical Report for Valence-Arousal Estimation on Affwild2 Dataset

madhurchhajed/Facial-Emotion-Recognition 4 May 2021

In this work, we describe our method for tackling the valence-arousal estimation challenge from ABAW FG-2020 Competition.

Multitask Multi-database Emotion Recognition

glmanhtu/multitask-abaw-2021 8 Jul 2021

We also exploit the sharing videos between the two tasks of the AffWild2 database that is used in the competition, to further improve the performance of the network.

Frame-level Prediction of Facial Expressions, Valence, Arousal and Action Units for Mobile Devices

HSE-asavchenko/face-emotion-recognition 25 Mar 2022

In this paper, we consider the problem of real-time video-based facial emotion analytics, namely, facial expression recognition, prediction of valence and arousal and detection of action unit points.

EmotiEffNet Facial Features in Uni-task Emotion Recognition in Video at ABAW-5 competition

HSE-asavchenko/face-emotion-recognition 16 Mar 2023

In this article, the results of our team for the fifth Affective Behavior Analysis in-the-wild (ABAW) competition are presented.

CAGE: Circumplex Affect Guided Expression Inference

wagner-niklas/cage_expression_inference 23 Apr 2024

Using a small-scaled MaxViT-based model architecture, we evaluate the impact of discrete expression category labels in training with the continuous valence and arousal labels.