{"url":"/dataset/tip-2018","name":"TIP 2018","full_name":null,"description_markdown":"The first large demoire dataset. The dataset contains 135,000 image pairs, each containing an image contaminated with moire patterns and its corresponding uncontaminated reference image.","description_withheld":null,"homepage":"https://huggingface.co/datasets/zxbsmk/TIP-2018","introduced_date":"2018-05-08","introduced_date_note":null,"introduced_by":{"paper":"/paper/moire-photo-restoration-using-multiresolution","title":"Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks","first_author":"Yujing Sun","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Image Enhancement","url":"/task/image-enhancement","datasets_with_task":"/datasets/task/image-enhancement"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["TIP 2018"],"data_loaders":[],"num_papers_in_archive":11,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-enhancement-on-tip-2018","task":"Image Enhancement","dataset_variant":"TIP 2018","rows":6,"metrics":["PSNR","SSIM","FSIM"],"first_row_in_archive_order":{"model":"ESDNet-L","paper":"/paper/towards-efficient-and-scale-robust-ultra-high","metrics":{"PSNR":"30.11","SSIM":"0.920"},"code_links":[{"title":"CVMI-Lab/UHDM","url":"https://github.com/CVMI-Lab/UHDM"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/towards-efficient-and-scale-robust-ultra-high","title":"Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireing","date":"2022-07-20","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/uformer-a-general-u-shaped-transformer-for","title":"Uformer: A General U-Shaped Transformer for Image Restoration","date":"2021-06-06","rows_on_this_dataset":1,"code_links":4,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":6,"samples_unverified":0,"pointer_only_for_licence":2,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/image-demoireing-with-learnable-bandpass","title":"Image Demoireing with Learnable Bandpass Filters","date":"2020-04-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/mop-moire-patterns-using-mopnet","title":"Mop Moire Patterns Using MopNet","date":"2019-10-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/moire-photo-restoration-using-multiresolution","title":"Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks","date":"2018-05-08","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":6,"samples_ran":6,"samples_unverified":0,"pointer_only_for_licence":2,"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."}