{"url":"/dataset/csl-daily","name":"CSL-Daily","full_name":null,"description_markdown":"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.\r\n\r\n[1] [Improving Sign Language Translation with Monolingual Data by Sign Back-Translation](https://openaccess.thecvf.com/content/CVPR2021/papers/Zhou_Improving_Sign_Language_Translation_With_Monolingual_Data_by_Sign_Back-Translation_CVPR_2021_paper.pdf), CVPR, 2021.","description_withheld":null,"homepage":"http://home.ustc.edu.cn/~zhouh156/dataset/csl-daily/","introduced_date":"2021-05-26","introduced_date_note":null,"introduced_by":{"paper":"/paper/improving-sign-language-translation-with","title":"Improving Sign Language Translation with Monolingual Data by Sign Back-Translation","first_author":"Hao Zhou","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"},{"name":"Texts","url":"/datasets/modality/texts"},{"name":"RGB Video","url":"/datasets/modality/rgb-video"}],"tasks":[{"name":"Sign Language Recognition","url":"/task/sign-language-recognition","datasets_with_task":"/datasets/task/sign-language-recognition"},{"name":"Sign Language Translation","url":"/task/sign-language-translation","datasets_with_task":"/datasets/task/sign-language-translation"},{"name":"Gloss-free Sign Language Translation","url":"/task/gloss-free-sign-language-translation","datasets_with_task":"/datasets/task/gloss-free-sign-language-translation"},{"name":"Sign Language Retrieval","url":"/task/sign-language-retrieval","datasets_with_task":"/datasets/task/sign-language-retrieval"}],"languages":[{"name":"Chinese","url":"/datasets/language/chinese"}],"variants":["CSL-Daily"],"data_loaders":[],"num_papers_in_archive":63,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/sign-language-recognition-on-csl-daily","task":"Sign Language Recognition","dataset_variant":"CSL-Daily","rows":14,"metrics":["Word Error Rate (WER)"],"first_row_in_archive_order":{"model":"SlowFastSign","paper":"/paper/slowfast-network-for-continuous-sign-language","metrics":{"Word Error Rate (WER)":"24.9"},"code_links":[{"title":"kaistmm/SlowFastSign","url":"https://github.com/kaistmm/SlowFastSign"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/sign-language-translation-on-csl-daily","task":"Sign Language Translation","dataset_variant":"CSL-Daily","rows":8,"metrics":["BLEU-4"],"first_row_in_archive_order":{"model":"TwoStream-SLT","paper":"/paper/two-stream-network-for-sign-language","metrics":{"BLEU-4":"25.79"},"code_links":[{"title":"FangyunWei/SLRT","url":"https://github.com/FangyunWei/SLRT"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/clip-sla-parameter-efficient-clip-adaptation","title":"CLIP-SLA: Parameter-Efficient CLIP Adaptation for Continuous Sign Language Recognition","date":"2025-04-02","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/swin-mstp-swin-transformer-with-multi-scale","title":"Swin-MSTP: Swin transformer with multi-scale temporal perception for continuous sign language recognition","date":"2025-02-07","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/uni-sign-toward-unified-sign-language","title":"Uni-Sign: Toward Unified Sign Language Understanding at Scale","date":"2025-01-25","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":15,"samples_ran":14,"samples_unverified":1,"pointer_only_for_licence":15,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/multi-stream-keypoint-attention-network-for","title":"Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation","date":"2024-05-09","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/tcnet-continuous-sign-language-recognition","title":"TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions","date":"2024-03-18","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":7,"samples_ran":6,"samples_unverified":1,"pointer_only_for_licence":7,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/slowfast-network-for-continuous-sign-language","title":"SlowFast Network for Continuous Sign Language Recognition","date":"2023-09-21","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/sign-language-translation-with-iterative","title":"Sign Language Translation with Iterative Prototype","date":"2023-08-23","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/adabrowse-adaptive-video-browser-for","title":"AdaBrowse: Adaptive Video Browser for Efficient Continuous Sign Language Recognition","date":"2023-08-16","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":2,"samples_unverified":1,"pointer_only_for_licence":3,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/cross-modality-data-augmentation-for-end-to","title":"Cross-modality Data Augmentation for End-to-End Sign Language Translation","date":"2023-05-18","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/conditional-diffusion-feature-refinement-for","title":"Denoising-Contrastive Alignment for Continuous Sign Language Recognition","date":"2023-05-05","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/continuous-sign-language-recognition-with","title":"Continuous Sign Language Recognition with Correlation Network","date":"2023-03-06","rows_on_this_dataset":1,"code_links":3,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":5,"samples_unverified":1,"pointer_only_for_licence":6,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/distilling-cross-temporal-contexts-for","title":"Distilling Cross-Temporal Contexts for Continuous Sign Language Recognition","date":"2023-01-01","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/improving-continuous-sign-language-1","title":"Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal","date":"2022-12-26","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/self-emphasizing-network-for-continuous-sign","title":"Self-Emphasizing Network for Continuous Sign Language Recognition","date":"2022-11-30","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/two-stream-network-for-sign-language","title":"Two-Stream Network for Sign Language Recognition and Translation","date":"2022-11-02","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/conslt-a-token-level-contrastive-framework","title":"A Token-level Contrastive Framework for Sign Language Translation","date":"2022-04-11","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":1,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/a-simple-multi-modality-transfer-learning","title":"A Simple Multi-Modality Transfer Learning Baseline for Sign Language Translation","date":"2022-03-08","rows_on_this_dataset":1,"code_links":4,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":10,"samples_ran":5,"samples_unverified":5,"pointer_only_for_licence":9,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/improving-sign-language-translation-with","title":"Improving Sign Language Translation with Monolingual Data by Sign Back-Translation","date":"2021-05-26","rows_on_this_dataset":3,"code_links":0,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":7,"samples_harvested":48,"samples_ran":34,"samples_unverified":14,"pointer_only_for_licence":40,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}