Deep learning-based action detection in untrimmed videos: A survey

E Vahdani, Y Tian - IEEE Transactions on Pattern Analysis and …, 2022 - ieeexplore.ieee.org
Understanding human behavior and activity facilitates advancement of numerous real-world
applications, and is critical for video analysis. Despite the progress of action recognition …

Bmn: Boundary-matching network for temporal action proposal generation

T Lin, X Liu, X Li, E Ding, S Wen - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Temporal action proposal generation is an challenging and promising task which aims to
locate temporal regions in real-world videos where action or event may occur. Current …

Enriching local and global contexts for temporal action localization

Z Zhu, W Tang, L Wang, N Zheng… - Proceedings of the …, 2021 - openaccess.thecvf.com
Effectively tackling the problem of temporal action localization (TAL) necessitates a visual
representation that jointly pursues two confounding goals, ie, fine-grained discrimination for …

Video action understanding

MS Hutchinson, VN Gadepally - IEEE Access, 2021 - ieeexplore.ieee.org
Many believe that the successes of deep learning on image understanding problems can be
replicated in the realm of video understanding. However, due to the scale and temporal …

Graph convolutional module for temporal action localization in videos

R Zeng, W Huang, M Tan, Y Rong… - … on Pattern Analysis …, 2021 - ieeexplore.ieee.org
Temporal action localization, which requires a machine to recognize the location as well as
the category of action instances in videos, has long been researched in computer vision …

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 …

Movement enhancement toward multi-scale video feature representation for temporal action detection

Z Zhao, D Wang, X Zhao - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Boundary localization is a challenging problem in Temporal Action Detection (TAD), in
which there are two main issues. First, the submergence of movement feature, ie the …

Exploring action centers for temporal action localization

K **a, L Wang, Y Shen, S Zhou, G Hua… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Temporal action localization aims at detecting the temporal intervals of human actions in
untrimmed videos. Most previous methods rely on locating and matching the start and end …

Learning disentangled classification and localization representations for temporal action localization

Z Zhu, L Wang, W Tang, Z Liu, N Zheng… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
A common approach to Temporal Action Localization (TAL) is to generate action proposals
and then perform action classification and localization on them. For each proposal, existing …

Temporal attention-pyramid pooling for temporal action detection

MG Gan, Y Zhang - IEEE Transactions on Multimedia, 2022 - ieeexplore.ieee.org
Temporal action detection is a challenging task in video understanding, which is usually
divided into two stages: proposal generation and classification. Learning proposal features …