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. Author manuscript; available in PMC: 2023 Oct 19.
Published in final edited form as: Proc IEEE Inst Electr Electron Eng. 2023 May 23;111(10):1236–1286. doi: 10.1109/JPROC.2023.3273517

Table 5.

Performance Comparison of Different Methods for Bodily Expressive Emotion Understanding on the BoLD Dataset

Method Venue mAP (%)

Skeleton-based:

ST-GCN [263] AAAI 2018 12.63
Random Forest [51] IJCV 2020 13.59

Pixel-based:

TS [298] NeurIPS 2014 17.04
TSN [299] ECCV 2016 17.02
I3D [138] CVPR 2017 15.34
Filntisis et al. [302] ECCVW 2020 17.96
Pikoulis et al. [303] FG 2021 21.87
EmotionCLIP [305] CVPR 2023 22.51
Wu et al. [307] arXiv 2023 23.09