{"url":"/dataset/livecell","name":"LIVECell","full_name":"Label-free In Vitro image Examples of Cells","description_markdown":"The **LIVECell (Label-free In Vitro image Examples of Cells)** dataset is a large-scale microscopic image dataset for instance-segmentation of individual cells in 2D cell cultures.\r\n\r\nLIVECell consists of 5,239 manually annotated, expert-validated, Incucyte HD phase-contrast microscopy images with a total of 1,686,352 individual cells annotated from eight different cell types (average 313 cells per image). The  LIVECell images have predefined splits into training (3188), validation (539) and test (1512) sets. Each split is also further subdivided into each of the eight cell types. The training set also has splits of different sizes (2, 4, 5, 25, 50%) to allow dataset size experimentation.","description_withheld":null,"homepage":"https://sartorius-research.github.io/LIVECell/","introduced_date":"2021-08-30","introduced_date_note":null,"introduced_by":{"paper":"/paper/livecell-a-large-scale-dataset-for-label-free","title":"LIVECell—A large-scale dataset for label-free live cell segmentation","first_author":"Christoffer Edlund","url":null},"license":{"name":"CC-BY-NC 4.0","url":"https://creativecommons.org/licenses/by-nc/4.0/legalcode"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Biology","url":"/datasets/modality/biology"},{"name":"Biomedical","url":"/datasets/modality/biomedical"}],"tasks":[{"name":"Instance Segmentation","url":"/task/instance-segmentation","datasets_with_task":"/datasets/task/instance-segmentation"},{"name":"Cell Segmentation","url":"/task/cell-segmentation","datasets_with_task":"/datasets/task/cell-segmentation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["LIVECell"],"data_loaders":[{"repo":"https://github.com/constantinpape/torch-em","url":"https://github.com/constantinpape/torch-em","frameworks":["pytorch"]}],"num_papers_in_archive":18,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/cell-segmentation-on-livecell","task":"Cell Segmentation","dataset_variant":"LIVECell","rows":3,"metrics":["mask AP","mask AFNR","LIVECell Transferability","LIVECell Extrapolation (A549)","LIVECell Extrapolation (A172)"],"first_row_in_archive_order":{"model":"Cascade Mask RCNN-ResNest-200","paper":"/paper/livecell-a-large-scale-dataset-for-label-free","metrics":{"LIVECell Extrapolation (A172)":"1328","LIVECell Extrapolation (A549)":"1403","LIVECell Transferability":"0.98","mask AFNR":"45.3","mask AP":"47.9"},"code_links":[{"title":"sartorius-research/LIVECell","url":"https://github.com/sartorius-research/LIVECell"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/point2mask-a-weakly-supervised-approach-for","title":"Point2Mask: A Weakly Supervised Approach for Cell Segmentation Using Point Annotation","date":"2022-07-25","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/livecell-a-large-scale-dataset-for-label-free","title":"LIVECell—A large-scale dataset for label-free live cell segmentation","date":"2021-08-30","rows_on_this_dataset":2,"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."}