Representation Learning and Identity Adversarial Training for Facial Behavior Understanding

M Ning, AA Salah, IO Ertugrul - arXiv preprint arXiv:2407.11243, 2024 - arxiv.org
Facial Action Unit (AU) detection has gained significant research attention as AUs contain
complex expression information. In this paper, we unpack two fundamental factors in AU …

Facial Affective Behavior Analysis with Instruction Tuning

Y Li, A Dao, W Bao, Z Tan, T Chen, H Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Facial affective behavior analysis (FABA) is crucial for understanding human mental states
from images. However, traditional approaches primarily deploy models to discriminate …

PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement

J Wang, H Lu, A Wang, X Yang, Y Chen, D He… - arXiv preprint arXiv …, 2024 - arxiv.org
Remote photoplethysmography (rPPG) has been widely applied to measure heart rate from
face videos. To increase the generalizability of the algorithms, domain generalization (DG) …