Fig. 3.

Data collection pipeline was developed by Luo et al. [51] to utilize crowdsourcing to annotate vast amounts of videos available on the Internet. The pipeline involved obtaining raw movies and videos from the Internet, segmenting them into short clips, processing the clips using computer vision techniques to extract posture information and track individual characters, and utilizing crowdsourcing and expert annotation to assign emotion and movement labels to the clips.