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 …

Temporal action localization with enhanced instant discriminability

D Shi, Q Cao, Y Zhong, S An, J Cheng, H Zhu… - arxiv preprint arxiv …, 2023 - arxiv.org
Temporal action detection (TAD) aims to detect all action boundaries and their
corresponding categories in an untrimmed video. The unclear boundaries of actions in …

Weakly supervised temporal action localization with actionness-guided false positive suppression

Z Li, Z Wang, Q Liu - Neural Networks, 2024 - Elsevier
Weakly supervised temporal action localization aims to locate the temporal boundaries of
action instances in untrimmed videos using video-level labels and assign them the …

Probabilistic Vision-Language Representation for Weakly Supervised Temporal Action Localization

G Lim, H Kim, J Kim, Y Choi - Proceedings of the 32nd ACM International …, 2024 - dl.acm.org
Weakly supervised temporal action localization (WTAL) aims to detect action instances in
untrimmed videos using only video-level annotations. Since many existing works optimize …

Weakly Supervised Temporal Action Localization With Contrastive Learning-Based Action Salience Network

S **gtao, S Weipeng, H Shaoyang… - The European Journal …, 2025 - journals.sagepub.com
<? show [AQ ID= GQ2 POS=-24pt]?><? show [AQ ID= GQ5 POS= 12pt]?> In recent years,
the wide application of weakly supervised temporal action localization (WTAL) technology …