MultiMediate: Multi-modal Group Behaviour Analysis for Artificial Mediation

Eye Contact Detection Leaderboard

Username and affiliation Publication Code Accuracy Date tested Challenge
HNU VPAI (Hunan University, China) 0.76 2021
Ma Fuyan et al. (Hunan University, China) TA-CNN: A Unified Network for Human Behavior Analysis in Multi-Person Conversations, ACM Multimedia 2022 0.726190 15.06.22 10:54 2022
Baseline 2022: Gaze + Head Pose (best on val) https://git.opendfki.de/philipp.mueller/multimediate22_baselines 0.576299 2022
Eugene Yujun Fu & Michael W. Ngai (The Hong Kong Polytechnic University) Using Motion Histories for Eye Contact Detection in Multiperson Group Conversations, ACM Multimediate 2021 0.56 2021
Baseline 2021: SVM-RBF on OpenFace features MultiMediate: Multi-modal Group Behaviour Analysis for Artificial Mediation, ACM Multimedia 2021. 0.52 2021
UESTC IntelliGame Lab (University of Electronic Science and Technology of China) 0.5 2021
Huangch 0.44 2021
jiangeng (National University of Singapore) 0.27 2021
Baseline 2022: Trivial (most likely class on train) https://git.opendfki.de/philipp.mueller/multimediate22_baselines 0.257035 2022
Li et al. (Hefei University of Technology, China) Data Augmentation for Human Behavior Analysis in Multi-Person Conversations, ACM Multimedia 2023 0.777 14.07.2023 2023
Song et al. (Hunan University, China) Multi-scale Conformer Fusion Network for Multi-participant Behavior Analysis, ACM Multimedia 2023 0.65 14.07.2023 2023