MultiMediate: Multi-modal Group Behaviour Analysis for Artificial Mediation

Backchannel Detection Leaderboard

Username and affiliation Publication Code Accuracy Date tested Challenge
Amer et al. (German Research Center for Artificial Intelligence, Germany) Backchannel Detection and Agreement Estimation from Video with Transformer Networks, arXiv. https://git.opendfki.de/body_language/ijcnn23-backchannel-detection 0.664352 25.01.2023 N/A
Anonymous 1 unpublished/pending 0.657615 9.01.2023 N/A
Ma Fuyan et al. (Hunan University, China) unpublished/pending 0.656186 22.06.22 03:46 2022
Garima Sharma et al. (Monash University, USA) Graph-based Group Modelling for Backchannel Detection, ACM Multimedia 2022. 0.621070 22.06.22 16:48 2022
Baseline 2022: Head + Pose Features (best on val) MultiMediate'22: Backchannel Detection and Agreement Estimation in Group Interactions, arXiv. https://git.opendfki.de/philipp.mueller/multimediate22_baselines 0.596366 2022
Baseline 2022: All Features MultiMediate'22: Backchannel Detection and Agreement Estimation in Group Interactions, arXiv. https://git.opendfki.de/philipp.mueller/multimediate22_baselines 0.592487 2022
Baseline 2022: Trivial (most likely class) MultiMediate'22: Backchannel Detection and Agreement Estimation in Group Interactions, arXiv. https://git.opendfki.de/philipp.mueller/multimediate22_baselines 0.500000 2022
Wang et al. (Hong Kong Polytechnic University, China) Unveiling Subtle Cues: Backchannel Detection Using Temporal Multimodal Attention Networks, ACM Multimedia 2023 0.686 14.07.2023 2023