A curated list of weakly supervised learning methods for facial behavior analysis in both classification and regression tasks based on our survey paper "Weakly Supervised Learning for Facial Behavior Analysis: A Review". In addition, this repository includes basic datasets widely used in the framework of weakly supervised learning for facial behavior analysis.
If you find this work useful in your research, please consider citing our work 📝 and giving a star 🌟 :
@article{granger2021weakly,
title={Weakly supervised learning for facial behavior analysis: A review},
author={Praveen, R. Gnana and Cardinal, Patrick and Granger, Eric},
journal={arXiv preprint arXiv:2101.09858},
year={2021}
}
👀 Update frequently!
- [May. 2024] Create awesome-Weakly Supervised Facial Behavior Analysis repository.
Please feel free to refer this repository for your FER research/development and send me pull requests or email Praveen to add links.
Paper | Venue | Year | Code | Task |
---|---|---|---|---|
Weakly supervised pain localization using multiple instance learning | FG | 2013 | N/A | Pain |
Multi-instance Hidden Markov Model for facial expression recognition | FG | 2015 | N/A | Expression |
Learning pain from au combinations: A weakly supervised approach via multiple instance learning | IEEE TAC | 2022 | N/A | Pain |
Regularized Multi-Concept MIL for weakly-supervised facial behavior categorization | BMVC | 2014 | N/A | Expression |