{"url":"/dataset/nighrain","name":"Nightrain","full_name":null,"description_markdown":"Synthetically Generated Night-time Weather Degraded Database","description_withheld":null,"homepage":"https://github.com/pwp1208/Meta_Video_Restoration","introduced_date":"2019-06-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/frame-consistent-recurrent-video-deraining","title":"Frame-Consistent Recurrent Video Deraining With Dual-Level Flow","first_author":"Wenhan Yang","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Rain Removal","url":"/task/rain-removal","datasets_with_task":"/datasets/task/rain-removal"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Nightrain"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/rain-removal-on-nighrain","task":"Rain Removal","dataset_variant":"Nightrain","rows":4,"metrics":["PSNR"],"first_row_in_archive_order":{"model":"Turtle","paper":"/paper/learning-truncated-causal-history-model-for","metrics":{"PSNR":"29.26"},"code_links":[{"title":"Ascend-Research/Turtle","url":"https://github.com/Ascend-Research/Turtle"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/learning-truncated-causal-history-model-for","title":"Learning Truncated Causal History Model for Video Restoration","date":"2024-10-04","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":12,"samples_ran":7,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/nightrain-nighttime-video-deraining-via","title":"NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction","date":"2024-01-01","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/restoring-vision-in-adverse-weather","title":"Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models","date":"2022-07-29","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":11,"samples_ran":10,"samples_unverified":1,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/flexible-diffusion-modeling-of-long-videos","title":"Flexible Diffusion Modeling of Long Videos","date":"2022-05-23","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":23,"samples_ran":17,"samples_unverified":6,"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."}