{"url":"/dataset/nam","name":"Nam","full_name":"A holistic approach to cross-channel image noise modeling and its application to image denoising","description_markdown":"A holistic approach to cross-channel image noise modeling and its application to image denoising","description_withheld":null,"homepage":"https://github.com/woozzu/ccnoise","introduced_date":"2016-06-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/a-holistic-approach-to-cross-channel-image","title":"A Holistic Approach to Cross-Channel Image Noise Modeling and Its Application to Image Denoising","first_author":"Seonghyeon Nam","url":null},"license":{"name":"https://github.com/woozzu/ccnoise","url":"https://github.com/woozzu/ccnoise"},"modalities":[],"tasks":[{"name":"Image Denoising","url":"/task/image-denoising","datasets_with_task":"/datasets/task/image-denoising"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Nam"],"data_loaders":[],"num_papers_in_archive":18,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-denoising-on-nam","task":"Image Denoising","dataset_variant":"Nam","rows":1,"metrics":["PSNR","SSIM"],"first_row_in_archive_order":{"model":"PNGAN","paper":"/paper/learning-to-generate-realistic-noisy-images-2","metrics":{"PSNR":"40.78","SSIM":"0.986"},"code_links":[{"title":"caiyuanhao1998/PNGAN","url":"https://github.com/caiyuanhao1998/PNGAN"},{"title":"GarrickZ2/Image-Denoising","url":"https://github.com/GarrickZ2/Image-Denoising"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/learning-to-generate-realistic-noisy-images-2","title":"Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training","date":"2022-04-06","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":18,"samples_ran":14,"samples_unverified":4,"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":18,"samples_ran":14,"samples_unverified":4,"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."}