{"url":"/dataset/human-protein-atlas","name":"Human Protein Atlas","full_name":null,"description_markdown":"The Human Protein Atlas contains images of histological sections from normal and cancer tissues obtained by immunohistochemistry. Antibodies are labeled with DAB (3,3'-diaminobenzidine) and the resulting brown staining indicates where an antibody has bound to its corresponding antigen.\r\n\r\nCheck https://www.nature.com/articles/s41592-019-0658-6","description_withheld":null,"homepage":"https://www.proteinatlas.org/about/assays+annotation","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Medical Image Denoising","url":"/task/medical-image-denoising","datasets_with_task":"/datasets/task/medical-image-denoising"},{"name":"Medical Image Deblurring","url":"/task/medical-image-deblurring","datasets_with_task":"/datasets/task/medical-image-deblurring"},{"name":"Medical Image Enhancement","url":"/task/medical-image-enhancement","datasets_with_task":"/datasets/task/medical-image-enhancement"}],"languages":[],"variants":["Human Protein Atlas Image","Human Protein Atlas"],"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/medical-image-deblurring-on-human-protein","task":"Medical Image Deblurring","dataset_variant":"Human Protein Atlas Image","rows":1,"metrics":["Average PSNR"],"first_row_in_archive_order":{"model":"MedDeblur","paper":"/paper/meddeblur-medical-image-deblurring-with","metrics":{"Average PSNR":"31.13"},"code_links":[{"title":"sharif-apu/MedDeblur","url":"https://github.com/sharif-apu/MedDeblur"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/medical-image-denoising-on-human-protein","task":"Medical Image Denoising","dataset_variant":"Human Protein Atlas Image","rows":1,"metrics":["Average PSNR","SSIM"],"first_row_in_archive_order":{"model":"Deep Dynamic Residual Attention Network","paper":"/paper/learning-medical-image-denoising-with-deep","metrics":{"Average PSNR":"43.84","SSIM":"0.9608"},"code_links":[{"title":"sharif-apu/MID-DRAN","url":"https://github.com/sharif-apu/MID-DRAN"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/medical-image-enhancement-on-human-protein","task":"Medical Image Enhancement","dataset_variant":"Human Protein Atlas Image","rows":1,"metrics":["Average PSNR"],"first_row_in_archive_order":{"model":"DPE","paper":"/paper/deep-perceptual-enhancement-for-medical-image","metrics":{"Average PSNR":"30.69"},"code_links":[{"title":"sharif-apu/DPE_JBHI","url":"https://github.com/sharif-apu/DPE_JBHI"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/meddeblur-medical-image-deblurring-with","title":"MedDeblur: Medical Image Deblurring with Residual Dense Spatial-Asymmetric Attention","date":"2022-12-27","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deep-perceptual-enhancement-for-medical-image","title":"Deep Perceptual Enhancement for Medical Image Analysis","date":"2022-10-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/learning-medical-image-denoising-with-deep","title":"Learning Medical Image Denoising with Deep Dynamic Residual Attention Network","date":"2020-12-09","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."}