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Ddg-net: Discriminability-driven graph network for weakly-supervised temporal action localization
Weakly-supervised temporal action localization (WTAL) is a practical yet challenging task.
Due to large-scale datasets, most existing methods use a network pretrained in other …
Due to large-scale datasets, most existing methods use a network pretrained in other …
Weakly-supervised temporal action localization with multi-modal plateau Transformers
Abstract Weakly Supervised Temporal Action Localization (WSTAL) aims to jointly localize
and classify action segments in untrimmed videos with only video level annotations. To …
and classify action segments in untrimmed videos with only video level annotations. To …
Learning proposal-aware re-ranking for weakly-supervised temporal action localization
Weakly-supervised temporal action localization (WTAL) aims to localize and classify action
instances in untrimmed videos with only video-level labels available. Despite the …
instances in untrimmed videos with only video-level labels available. Despite the …
Hr-pro: Point-supervised temporal action localization via hierarchical reliability propagation
Point-supervised Temporal Action Localization (PSTAL) is an emerging research direction
for label-efficient learning. However, current methods mainly focus on optimizing the network …
for label-efficient learning. However, current methods mainly focus on optimizing the network …
Uncertainty-aware dual-evidential learning for weakly-supervised temporal action localization
Weakly-supervised temporal action localization (WTAL) aims to localize the action instances
and recognize their categories with only video-level labels. Despite great progress, existing …
and recognize their categories with only video-level labels. Despite great progress, existing …
Boosting positive segments for weakly-supervised audio-visual video parsing
KK Rachavarapu - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
In this paper, we address the problem of weakly supervised Audio-Visual Video Parsing
(AVVP), where the goal is to temporally localize events that are audible or visible and …
(AVVP), where the goal is to temporally localize events that are audible or visible and …
A snippets relation and hard-snippets mask network for weakly-supervised temporal action localization
Y Zhao, H Zhang, Z Gao, W Guan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Weakly-supervised temporal action localization (WTAL) is a problem learning an action
localization model with only video-level labels available. In recent years, many WTAL …
localization model with only video-level labels available. In recent years, many WTAL …
Revisiting Unsupervised Temporal Action Localization: The Primacy of High-Quality Actionness and Pseudolabels
Recently, temporal action localization (TAL) methods, especially the weakly-supervised and
unsupervised ones, have become a hot research topic. Existing unsupervised methods …
unsupervised ones, have become a hot research topic. Existing unsupervised methods …
CGCN: context graph convolutional network for few-shot temporal action localization
Localizing human actions in videos has attracted extensive attention from industry and
academia. Few-Shot Temporal Action Localization (FS-TAL) aims to detect human actions in …
academia. Few-Shot Temporal Action Localization (FS-TAL) aims to detect human actions in …
Weakly supervised temporal action localization with actionness-guided false positive suppression
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 …
action instances in untrimmed videos using video-level labels and assign them the …