{"url":"/sota/image-segmentation-on-marida","task":{"name":"Image Segmentation","url":"/task/image-segmentation","note":null},"dataset":{"name":"MARIDA","url":"/dataset/marida"},"category":"Computer Vision","categories":["Computer Vision"],"category_note":null,"description":"**Image Segmentation** is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.","description_from":"task","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","rank":"the archive's row order at snapshot; not re-ranked","rows_end_at":"2025-07-28","rows_withheld_as_spam":0,"metric_values":"the archive's strings, untouched"},"metrics":["IoU","F1","F1@M"],"metric_direction":{"note":"inferred from the metric name only (the archive records no direction); null = not inferred, chart draws points only","by_metric":{"IoU":"higher","F1":"higher","F1@M":"higher"}},"counts":{"rows":2,"rows_with_code":2,"rows_with_paper_page":2,"rows_dated":2,"rows_using_additional_data":0},"rows":[{"rank_in_archive_order":1,"model":"ResAttUNet","metrics":{"F1@M":"0.95","IoU":"0.67"},"uses_additional_data":false,"paper_date":"2022-10-16","paper":"/paper/resattunet-detecting-marine-debris-using-an","paper_url":"https://arxiv.org/abs/2210.08506v1","paper_title":"ResAttUNet: Detecting Marine Debris using an Attention activated Residual UNet","code":"https://github.com/sheikhazhanmohammed/sadma","n_code_links":1,"syntology":null},{"rank_in_archive_order":2,"model":"UNet","metrics":{"F1":"0.69","IoU":"0.57"},"uses_additional_data":false,"paper_date":"2022-01-07","paper":"/paper/marida-a-benchmark-for-marine-debris","paper_url":"https://doi.org/10.1371/journal.pone.0262247","paper_title":"MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing data","code":"https://github.com/marine-debris/marine-debris.github.io","n_code_links":1,"syntology":null}],"since_archive":{"present":false,"note":"No Syntology-extracted rows are published in this build."},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per row: N of M harvested code samples from that row's paper executed on a synthesized fixture; the other M-N are unverified. Not a reproduction of the row's number; not a correctness claim. n_pointer_only_licence counts samples the site points at rather than redistributes (a licence axis, independent of ran/unverified).","rows_with_graph_line":0,"rows_with_any_sample_ran":0,"distinct_papers_with_graph_line":0,"distinct_papers_with_any_sample_ran":0,"samples_over_distinct_papers":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"each paper (arXiv id) counted once, however many rows it is behind; this is the page-level figure"},"samples_row_weighted":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"row-weighted: a paper behind several rows is counted once per row; inflated relative to samples_over_distinct_papers by design, kept for readers summing the per-row syntology blocks"}}}