{"url":"/dataset/renoir","name":"RENOIR","full_name":null,"description_markdown":"A dataset of color images corrupted by natural noise due to low-light conditions, together with spatially and intensity-aligned low noise images of the same scenes.","description_withheld":null,"homepage":"http://adrianbarburesearch.blogspot.com/p/renoir-dataset.html","introduced_date":"2014-09-29","introduced_date_note":null,"introduced_by":{"paper":"/paper/renoir-a-dataset-for-real-low-light-image","title":"RENOIR - A Dataset for Real Low-Light Image Noise Reduction","first_author":"Josue Anaya","url":null},"license":{"name":"Free","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Color Image Denoising","url":"/task/color-image-denoising","datasets_with_task":"/datasets/task/color-image-denoising"},{"name":"Image Denoising","url":"/task/image-denoising","datasets_with_task":"/datasets/task/image-denoising"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["RENOIR"],"data_loaders":[],"num_papers_in_archive":12,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/color-image-denoising-on-renoir","task":"Color Image Denoising","dataset_variant":"RENOIR","rows":2,"metrics":["Average PSNR"],"first_row_in_archive_order":{"model":"BM3D","paper":"/paper/renoir-a-dataset-for-real-low-light-image","metrics":{"Average PSNR":"36.355"},"code_links":[{"title":"Aftaab99/DenoisingAutoencoder","url":"https://github.com/Aftaab99/DenoisingAutoencoder"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/renoir-a-dataset-for-real-low-light-image","title":"RENOIR - A Dataset for Real Low-Light Image Noise Reduction","date":"2014-09-29","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":0,"samples_unverified":3,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":3,"samples_ran":0,"samples_unverified":3,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":1,"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."}