Temporal action localization in the deep learning era: A survey

B Wang, Y Zhao, L Yang, T Long… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The temporal action localization research aims to discover action instances from untrimmed
videos, representing a fundamental step in the field of intelligent video understanding. With …

Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach

Q Liu, Z Wang, S Rong, J Li… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Weakly-supervised temporal action localization aims to localize action instances in videos
with only video-level action labels. Existing methods mainly embrace a localization-by …

Learnable Feature Augmentation Framework for Temporal Action Localization

Y Tang, W Wang, C Zhang, J Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Temporal action localization (TAL) has drawn much attention in recent years, however, the
performance of previous methods is still far from satisfactory due to the lack of annotated …