no code implementations • 15 Dec 2023 • David C. Jeong, Hongji Liu, Saunder Salazar, Jessie Jiang, Christopher A. Kitts
While recent two-stage many-to-one deep learning models have demonstrated great success in 3D human pose estimation, such models are inefficient ways to detect 3D key points in a sequential video relative to one-shot and many-to-many models.
1 code implementation • 15 Oct 2023 • David C. Jeong, Tianma Shen, Hongji Liu, Raghav Kapoor, Casey Nguyen, Song Liu, Christopher A. Kitts
In the current effort, we introduce 1) MoEmo (Motion to Emotion), a cross-attention vision transformer (ViT) for human emotion detection within robotics systems based on 3D human pose estimations across various contexts, and 2) a data set that offers full-body videos of human movement and corresponding emotion labels based on human gestures and environmental contexts.