{"url":"/dataset/crvd","name":"CRVD","full_name":"Captured Raw Video Denoising","description_markdown":"The CRVD dataset consists of 55 groups of noisy-clean videos with ISO values ranging from 1600 to 25600.\r\n\r\nSource: [Supervised Raw Video Denoising with a Benchmark Dataset on Dynamic Scenes](/paper/supervised-raw-video-denoising-with-a)","description_withheld":null,"homepage":"https://github.com/cao-cong/RViDeNet","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/supervised-raw-video-denoising-with-a","title":"Supervised Raw Video Denoising with a Benchmark Dataset on Dynamic Scenes","first_author":"Huanjing Yue","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Denoising","url":"/task/denoising","datasets_with_task":"/datasets/task/denoising"},{"name":"Image Denoising","url":"/task/image-denoising","datasets_with_task":"/datasets/task/image-denoising"},{"name":"Video Denoising","url":"/task/video-denoising","datasets_with_task":"/datasets/task/video-denoising"}],"languages":[],"variants":["CRVD"],"data_loaders":[{"repo":"https://github.com/cao-cong/RViDeNet","url":"https://github.com/cao-cong/RViDeNet","frameworks":["tf"]}],"num_papers_in_archive":26,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/video-denoising-on-crvd-1","task":"Video Denoising","dataset_variant":"CRVD","rows":3,"metrics":["PSNR (Raw)","SSIM (Raw)","PSNR (sRBG)","SSIM (sRGB)","LPIPS (sRGB)"],"first_row_in_archive_order":{"model":"BSVD (real-time)","paper":"/paper/real-time-streaming-video-denoising-with","metrics":{"PSNR (Raw)":"44.39","PSNR (sRBG)":"40.48","SSIM (Raw)":"0.9894","SSIM (sRGB)":"0.9820"},"code_links":[{"title":"chenyangqiqi/bsvd","url":"https://github.com/chenyangqiqi/bsvd"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/real-time-streaming-video-denoising-with","title":"Real-time Streaming Video Denoising with Bidirectional Buffers","date":"2022-07-14","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":3,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/efficient-multi-stage-video-denoising-with","title":"Efficient Multi-Stage Video Denoising with Recurrent Spatio-Temporal Fusion","date":"2021-03-09","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/mask-dngan-multi-stage-raw-video-denoising","title":"Multi-Stage Raw Video Denoising with Adversarial Loss and Gradient Mask","date":"2021-03-04","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":3,"samples_ran":3,"samples_unverified":0,"pointer_only_for_licence":0,"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."}