Methods › Computer Vision › Video Data Augmentation › Temporally Consistent Spatial Augmentation

Temporally Consistent Spatial Augmentation

3 papers tagged archive 2025-07-28

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

Temporally Consistent Spatial Augmentation is a video data augmentation technique used for contrastive learning in the Contrastive Video Representation Learning framework. It fixes the randomness of spatial augmentation across frames; this prevents spatial augmentation hurting learning if applied independently across frames, because in that case it breaks the natural motion. In contrast, having temporally consistent spatial augmentation does not break the natural motion in the frames.

Source: Spatiotemporal Contrastive Video Representation Learning

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

9 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
Contrastive Learning3
Representation Learning2
Self-Supervised Learning2
Action Recognition1
Data Augmentation1
Diversity1
Self-Supervised Action Recognition1
Self-Supervised Action Recognition Linear1
Unsupervised Pre-training1

Usage over time archive 2025-07-28

Papers per year tagged with Temporally Consistent Spatial Augmentation: 2020 to 2023, peak 1 1 0 2020: 1 paper 2020 2021: 0 papers 2021 2022: 1 paper 2022 2023: 1 paper 2023
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

Video Data Augmentation

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