{"url":"/dataset/uieb","name":"UIEB","full_name":"Underwater Image Enhancement Benchmark Dataset","description_markdown":"Includes 950 real-world underwater images, 890 of which have the corresponding reference images.\r\n\r\nSource: [An Underwater Image Enhancement Benchmark Dataset and Beyond](/paper/an-underwater-image-enhancement-benchmark)","description_withheld":null,"homepage":"https://li-chongyi.github.io/proj_benchmark.html","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/an-underwater-image-enhancement-benchmark","title":"An Underwater Image Enhancement Benchmark Dataset and Beyond","first_author":"Chongyi Li","url":null},"license":null,"modalities":[],"tasks":[{"name":"Object Detection","url":"/task/object-detection","datasets_with_task":"/datasets/task/object-detection"},{"name":"Image Enhancement","url":"/task/image-enhancement","datasets_with_task":"/datasets/task/image-enhancement"},{"name":"Saliency Prediction","url":"/task/saliency-prediction","datasets_with_task":"/datasets/task/saliency-prediction"},{"name":"Single Image Dehazing","url":"/task/single-image-dehazing","datasets_with_task":"/datasets/task/single-image-dehazing"}],"languages":[],"variants":["UIEB"],"data_loaders":[{"repo":"https://github.com/Yangmm1/UIEB","url":"https://github.com/Yangmm1/UIEB","frameworks":["pytorch"]}],"num_papers_in_archive":87,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/single-image-dehazing-on-uieb","task":"Single Image Dehazing","dataset_variant":"UIEB","rows":1,"metrics":["L2 Norm"],"first_row_in_archive_order":{"model":"Bradley-Terry model","paper":"/paper/an-improved-air-light-estimation-scheme-for","metrics":{"L2 Norm":"minimum is better"},"code_links":[{"title":"sidharthscorpio/color-constancy-prior","url":"https://github.com/sidharthscorpio/color-constancy-prior"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/an-improved-air-light-estimation-scheme-for","title":"An Improved Air-Light Estimation Scheme for Single Haze Images Using Color Constancy Prior","date":"2020-09-21","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"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."}