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Video-Specific Query-Key Attention Modeling for Weakly-Supervised Temporal Ac...
Weakly-supervised temporal action localization aims to identify and localize the action instances in the untrimmed videos with only video-level action labels. -
SF-Net: Single-Frame Supervision for Temporal Action Localization
This paper proposes a method for temporal action localization using single-frame supervision. The authors use a unified system called SF-Net to predict actionness scores and... -
Enriching Local and Global Contexts for Temporal Action Localization
Enriching local and global contexts for temporal action localization -
Video Self-Stitching Graph Network for Temporal Action Localization
Video self-stitching graph network for temporal action localization -
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization
Temporal action localization is a task to localize the start and end timestamps of action instances and recognize their categories. In recent years, many works put effort into... -
PLOT-TAL - Prompt Learning with Optimal Transport for Few-Shot Temporal Actio...
Temporal Action Localization (TAL) in few-shot learning. Our work addresses the inherent limitations of conventional single-prompt learning methods that often lead to... -
MultiTHUMOS
Temporal action localization (TAL) is a prevailing task due to its great application potential. Existing works in this field mainly suffer from two weaknesses: (1) They often...