Action recognition using attention-based spatio-temporal VLAD networks and adaptive video sequences optimization

Abstract In the field of human action recognition, it is a long-standing challenge to characterize the video-level spatio-temporal features effectively. This is attributable in part to the inability of CNN to model long-range temporal information, especially for actions that consist of multiple stag...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Zhengkui Weng, Xinmin Li, Shoujian Xiong
Format: Artikel
Sprache:English
Veröffentlicht: Nature Portfolio 2024-10-01
Schriftenreihe:Scientific Reports
Online Zugang:https://doi.org/10.1038/s41598-024-75640-6