Temporal feature enhancement dilated convolution network for weakly-supervised temporal action localization

J Zhou, Y Wu - Proceedings of the IEEE/CVF Winter …, 2023 - openaccess.thecvf.com
Abstract Weakly-supervised Temporal Action Localization (WTAL) aims to classify and
localize action instances in untrimmed videos with only video-level labels. Existing methods …

Collaborative foreground, background, and action modeling network for weakly supervised temporal action localization

M Moniruzzaman, Z Yin - … on Circuits and Systems for Video …, 2023 - ieeexplore.ieee.org
In this paper, we explore the problem of Weakly-supervised Temporal Action Localization (W-
TAL), where the task is to localize the temporal boundaries of all action instances in an …

Weakly supervised temporal action localization with bidirectional semantic consistency constraint

G Li, D Cheng, X Ding, N Wang, J Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Weakly supervised temporal action localization (WTAL) aims to classify and localize
temporal boundaries of actions for the video, given only video-level category labels in the …

Action shuffling for weakly supervised temporal localization

XY Zhang, H Shi, C Li, X Shi - IEEE Transactions on Image …, 2022 - ieeexplore.ieee.org
Weakly supervised action localization is a challenging task with extensive applications,
which aims to identify actions and the corresponding temporal intervals with only video-level …

Cross-Video Contextual Knowledge Exploration and Exploitation for Ambiguity Reduction in Weakly Supervised Temporal Action Localization

S Zhang, C Zhao - IEEE Transactions on Circuits and Systems …, 2023 - ieeexplore.ieee.org
Weakly supervised temporal action localization (WSTAL) aims to localize actions in
untrimmed videos using video-level labels. Despite recent advances, existing approaches …

Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-Feature

W Yun, M Qi, C Wang, H Ma - Proceedings of the AAAI Conference on …, 2024 - ojs.aaai.org
Weakly-supervised temporal action localization aims to locate action regions and identify
action categories in untrimmed videos simultaneously by taking only video-level labels as …

Fine-grained Separation of Action-Background for Point-Level Temporal Action Localization

Y Huang, Y Xu, F Li - openreview.net
Due to the limitation of coarse-grained video-level labels, the action-background confusion
is a tough problem for the weakly-supervised temporal action localization. Point-level …

CA-CapsNet with LCEMRA: Fetching Internal Part-Whole Relevancy for Boosting Object Detection Effect

Z Lin, Z Zheng, J Jia, W Gao, F Huang - Available at SSRN 4278483 - papers.ssrn.com
Most object detectors predominantly focus on interest regions whilst ignoring the internal
structures insider objects. Hence this paper proposes to" look insider the instance"(explicitly …