/awesome-Weakly-Supervised-Facial-Behavior-Analysis

A curated list of weakly supervised learning methods and datasets for facial behavior analysis.

Awesome-Weakly Supervised Facial Behavior Analysis

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.

[arXiv]

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!

📋 What's New

  • [May. 2024] Create awesome-Weakly Supervised Facial Behavior Analysis repository.

👥 Contributing

Please feel free to refer this repository for your FER research/development and send me pull requests or email Praveen to add links.

Table of Contents

Emotion Classification

Inexact Supervised Learning

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