Self-Supervised Action Recognition Linear

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (11 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
  23 Mar 2022 9 repositories listed Syntology ran 9 of 13 samples · 4 unverified · 12 pointer-only (licence)
  Pre-training video transformers on extra large-scale datasets is generally required to achieve premier performance on relatively small datasets.
• Spatiotemporal Contrastive Video Representation Learning
  9 Aug 2020 4 repositories listed
  Our representations are learned using a contrastive loss, where two augmented clips from the same short video are pulled together in the embedding space, while clips from different videos are pushed away.
• Learning Video Representations from Large Language Models
  8 Dec 2022 3 repositories listed Syntology ran 6 of 20 samples · 14 unverified · 20 pointer-only (licence)
  We introduce LaViLa, a new approach to learning video-language representations by leveraging Large Language Models (LLMs).
• XKD: Cross-modal Knowledge Distillation with Domain Alignment for Video Representation Learning
  25 Nov 2022 1 repository listed
  First, masked data reconstruction is performed to learn modality-specific representations from audio and visual streams.
• Self-supervised Video Transformer
  2 Dec 2021 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  To the best of our knowledge, the proposed approach is the first to alleviate the dependency on negative samples or dedicated memory banks in Self-supervised Video Transformer (SVT).
• VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples
  10 Mar 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  By empowering the temporal robustness of the encoder and modeling the temporal decay of the keys, our VideoMoCo improves MoCo temporally based on contrastive learning.
• Self-supervised Co-training for Video Representation Learning
  19 Oct 2020 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  The objective of this paper is visual-only self-supervised video representation learning.
• Video Representation Learning by Dense Predictive Coding
  10 Sep 2019 1 repository listed Syntology ran 1 of 11 samples · 10 unverified
  The objective of this paper is self-supervised learning of spatio-temporal embeddings from video, suitable for human action recognition.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.