Methods › General › Attention Mechanisms › Spatial & Temporal Attention

Spatial & Temporal Attention

3 papers tagged archive 2025-07-28

Introduced by Sijie Song et al. in An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Spatial & temporal attention combines the advantages of spatial attention and temporal attention as it adaptively selects both important regions and key frames. Some works compute temporal attention and spatial attention separately, while others produce joint spatio & temporal attention maps. Further works focusing on capturing pairwise relations.

PaperSource

Papers archive 2025-07-28

3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

12 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Action Recognition2
Cross-Modal Retrieval1
Explainable Models1
Retrieval1
Segmentation1
Semantic Segmentation1
Skeleton Based Action Recognition1
Temporal Action Localization1
Text to Video Retrieval1
Video-Text Retrieval1
Visual Reasoning1
image-classification1

Usage over time archive 2025-07-28

Papers per year tagged with Spatial & Temporal Attention: 2016 to 2022, peak 1 1 0 2016: 1 paper 2016 2017: 0 papers 2017 2018: 0 papers 2018 2019: 0 papers 2019 2020: 1 paper 2020 2021: 0 papers 2021 2022: 1 paper 2022
Papers per year the archive tags with this method, by the paper's archive date (3 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Attention Mechanisms

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