{"url":"/dataset/sony-total-dark","name":"Sony-Total-Dark","full_name":"SID Sony subset without gamma correction","description_markdown":"Original SID dataset is introduced in \"Learning to See in the Dark\". \r\nThe subset of SID dataset captured by Sony α7S II camera is adopted for evaluation. There are 2697 short-long-exposure RAW image pairs. To make this dataset more challenging, we converted the RAW format images to sRGB images with no gamma correction, which resulted in images becoming extremely dark.","description_withheld":null,"homepage":"","introduced_date":"2024-02-08","introduced_date_note":null,"introduced_by":{"paper":"/paper/you-only-need-one-color-space-an-efficient","title":"You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement","first_author":"Qingsen Yan","url":null},"license":null,"modalities":[],"tasks":[{"name":"Low-Light Image Enhancement","url":"/task/low-light-image-enhancement","datasets_with_task":"/datasets/task/low-light-image-enhancement"}],"languages":[],"variants":["Sony-Total-Dark"],"data_loaders":[],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/low-light-image-enhancement-on-sony-total","task":"Low-Light Image Enhancement","dataset_variant":"Sony-Total-Dark","rows":3,"metrics":["Average PSNR","SSIM","LPIPS"],"first_row_in_archive_order":{"model":"CIDNet","paper":"/paper/you-only-need-one-color-space-an-efficient","metrics":{"Average PSNR":"22.904","LPIPS":"0.411","SSIM":"0.676"},"code_links":[{"title":"fediory/hvi-cidnet","url":"https://github.com/fediory/hvi-cidnet"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/you-only-need-one-color-space-an-efficient","title":"You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement","date":"2024-02-08","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/lednet-joint-low-light-enhancement-and","title":"LEDNet: Joint Low-light Enhancement and Deblurring in the Dark","date":"2022-02-07","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":7,"samples_ran":4,"samples_unverified":3,"pointer_only_for_licence":7,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/low-light-image-enhancement-with-normalizing","title":"Low-Light Image Enhancement with Normalizing Flow","date":"2021-09-13","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":7,"samples_ran":4,"samples_unverified":3,"pointer_only_for_licence":7,"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."}