Proceedings of the International Display Workshops Volume 30 (IDW '23)

Proceedings of the International Display Workshops Volume 30 (IDW '23)

Dec 6 - Dec 8, 2023TOKI MESSE Niigata Convention Center
The International Display Workshops
Proceedings of the International Display Workshops Volume 30 (IDW '23)

Proceedings of the International Display Workshops Volume 30 (IDW '23)

Dec 6 - Dec 8, 2023TOKI MESSE Niigata Convention Center

[MVS3/INP4-3 (Invited)]Frame-Wise Action Recognition for Skeleton-Based Anomaly Detection

*Hiroaki Tani1, Tomoyuki Shibata1(1. Toshiba Corporation (Japan))
https://doi.org/10.36463/idw.2023.1536

Keywords:

action recognition,computer vision,deep learning,anomaly detection

We propose a novel method for recognizing human actions from a single frame. Our approach utilizes the “action-ness” obtained by a pretrained model, enabling effective training for frame-wise action recognition without additional data. We also introduce several anomaly detection applications utilizing our method.