Datasets › CSL-Daily

CSL-Daily

Introduced by Hao Zhou et al. in Improving Sign Language Translation with Monolingual Data by Sign Back-Translation26 May 2021 archive 2025-07-28

CSL-Daily (Chinese Sign Language Corpus) is a large-scale continuous SLT dataset. It provides both spoken language translations and gloss-level annotations. The topic revolves around people's daily lives (e.g., travel, shopping, medical care), the most likely SLT application scenario.

[1] Improving Sign Language Translation with Monolingual Data by Sign Back-Translation, CVPR, 2021.

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Sign Language Recognition CSL-Daily SlowFastSign Word Error Rate (WER) 24.9 SlowFast Network for Continuous Sign Language Recognition kaistmm/SlowFastSign 14 Compare
Sign Language Translation CSL-Daily TwoStream-SLT BLEU-4 25.79 Two-Stream Network for Sign Language Recognition and Translation FangyunWei/SLRT 8 Compare

Papers archive 2025-07-28

18 shown of 18 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 63. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
CLIP-SLA: Parameter-Efficient CLIP Adaptation for Continuous Sign Language Recognition 1 1 2 Apr 2025 not harvested
Swin-MSTP: Swin transformer with multi-scale temporal perception for continuous sign language recognition 1 1 7 Feb 2025 not harvested
Uni-Sign: Toward Unified Sign Language Understanding at Scale 1 1 25 Jan 2025 ran 14 of 15 samples (1 unverified; 15 pointer-only for licence)
Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation 1 2 9 May 2024 not harvested
TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions 1 1 18 Mar 2024 ran 6 of 7 samples (1 unverified; 7 pointer-only for licence)
SlowFast Network for Continuous Sign Language Recognition 1 1 21 Sep 2023 not harvested
Sign Language Translation with Iterative Prototype 0 1 23 Aug 2023 not harvested
AdaBrowse: Adaptive Video Browser for Efficient Continuous Sign Language Recognition 1 1 16 Aug 2023 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Cross-modality Data Augmentation for End-to-End Sign Language Translation 1 1 18 May 2023 not harvested
Denoising-Contrastive Alignment for Continuous Sign Language Recognition 0 1 5 May 2023 not harvested
Continuous Sign Language Recognition with Correlation Network 3 1 6 Mar 2023 ran 5 of 6 samples (1 unverified; 6 pointer-only for licence)
Distilling Cross-Temporal Contexts for Continuous Sign Language Recognition 0 1 1 Jan 2023 not harvested
Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal 1 1 26 Dec 2022 not harvested
Self-Emphasizing Network for Continuous Sign Language Recognition 2 1 30 Nov 2022 ran 1 of 1 samples (0 unverified)
Two-Stream Network for Sign Language Recognition and Translation 1 2 2 Nov 2022 not harvested
A Token-level Contrastive Framework for Sign Language Translation 1 1 11 Apr 2022 ran 1 of 6 samples (5 unverified)
A Simple Multi-Modality Transfer Learning Baseline for Sign Language Translation 4 1 8 Mar 2022 ran 5 of 10 samples (5 unverified; 9 pointer-only for licence)
Improving Sign Language Translation with Monolingual Data by Sign Back-Translation 0 3 26 May 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • CSL-Daily

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections