{"url":"/dataset/exposure-errors","name":"Exposure-Errors","full_name":null,"description_markdown":"A dataset of over 24,000 images exhibiting the broadest range of exposure values to date with a corresponding properly exposed image.","description_withheld":null,"homepage":"https://github.com/mahmoudnafifi/Exposure_Correction","introduced_date":"2020-03-25","introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-to-correct-overexposed-and","title":"Learning Multi-Scale Photo Exposure Correction","first_author":"Mahmoud Afifi","url":null},"license":{"name":"Custom","url":"https://github.com/mahmoudnafifi/Exposure_Correction#dataset"},"modalities":[],"tasks":[{"name":"Image Enhancement","url":"/task/image-enhancement","datasets_with_task":"/datasets/task/image-enhancement"}],"languages":[],"variants":["Exposure-Errors"],"data_loaders":[],"num_papers_in_archive":15,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-enhancement-on-exposure-errors","task":"Image Enhancement","dataset_variant":"Exposure-Errors","rows":5,"metrics":["PSNR","SSIM"],"first_row_in_archive_order":{"model":"Exposure-slot","paper":"/paper/exposure-slot-exposure-centric","metrics":{"PSNR":"23.18","SSIM":"0.8697"},"code_links":[{"title":"kdhRick2222/Exposure-slot","url":"https://github.com/kdhRick2222/Exposure-slot"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/exposure-slot-exposure-centric","title":"Exposure-slot: Exposure-centric representations learning with Slot-in-Slot Attention for Region-aware Exposure Correction","date":"2025-06-11","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/color-shift-estimation-and-correction-for","title":"Color Shift Estimation-and-Correction for Image Enhancement","date":"2024-05-28","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":5,"samples_ran":4,"samples_unverified":1,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/local-color-distributions-prior-for-image","title":"Local Color Distributions Prior for Image Enhancement","date":"2022-10-25","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/illumination-adaptive-transformer","title":"You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction","date":"2022-05-30","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":2,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/learning-to-correct-overexposed-and","title":"Learning Multi-Scale Photo Exposure Correction","date":"2020-03-25","rows_on_this_dataset":1,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":7,"samples_ran":6,"samples_unverified":1,"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."}