{"url":"/dataset/brind","name":"BRIND","full_name":"BSDS-RIND","description_markdown":"BRIND is a short name of BSDS-RIND is the first public benchmark that dedicated to studying simultaneously the four edge types, namely Reflectance Edge (RE), Illumination Edge (IE), Normal Edge (NE) and Depth Edge (DE)","description_withheld":null,"homepage":"https://github.com/MengyangPu/RINDNet","introduced_date":"2021-10-11","introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Edge Detection","url":"/task/edge-detection","datasets_with_task":"/datasets/task/edge-detection"}],"languages":[],"variants":["BRIND"],"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/edge-detection-on-brind","task":"Edge Detection","dataset_variant":"BRIND","rows":3,"metrics":["ODS","Number of parameters (M)"],"first_row_in_archive_order":{"model":"LDC","paper":"/paper/ldc-lightweight-dense-cnn-for-edge-detection","metrics":{"Number of parameters (M)":"674K","ODS":"0.790"},"code_links":[{"title":"xavysp/LDC","url":"https://github.com/xavysp/LDC"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/ldc-lightweight-dense-cnn-for-edge-detection","title":"LDC: Lightweight Dense CNN for Edge Detection","date":"2022-06-27","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/pixel-difference-networks-for-efficient-edge","title":"Pixel Difference Networks for Efficient Edge Detection","date":"2021-08-16","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-25T09:33:49+00:00","samples_harvested":7,"samples_ran":6,"samples_unverified":1,"pointer_only_for_licence":7,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/bi-directional-cascade-network-for-perceptual","title":"Bi-Directional Cascade Network for Perceptual Edge Detection","date":"2019-02-28","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-25T09:33:49+00:00","samples_harvested":2,"samples_ran":0,"samples_unverified":2,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":2,"samples_harvested":9,"samples_ran":6,"samples_unverified":3,"pointer_only_for_licence":7,"papers_with_no_sample_that_ran":1,"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."}