{"url":"/dataset/hepic","name":"HePIC 🏛️","full_name":null,"description_markdown":"Heritage Pointcloud Instance Collection dataset, acquired from two large buildings and annotated at a point-wise semantic level based on existent BIM models.\r\nDevid Campagnolo, Elena Camuffo, Umberto Michieli, Paolo Borin, Simone Milani and Andrea Giordano, \"Fully Automated Scan-to-BIM via Point Cloud Instance Segmentation\", In Proceedings of the International Conference on Image Processing (ICIP) 2023.","description_withheld":null,"homepage":"https://github.com/LTTM/Scan-to-BIM","introduced_date":"2023-09-11","introduced_date_note":null,"introduced_by":null,"license":{"name":"Creative Commons Attribution-ShareAlike 4.0 International License","url":"https://creativecommons.org/licenses/by-sa/4.0/"},"modalities":[{"name":"3D","url":"/datasets/modality/3d"},{"name":"Point cloud","url":"/datasets/modality/point-cloud"}],"tasks":[{"name":"Semantic Segmentation","url":"/task/semantic-segmentation","datasets_with_task":"/datasets/task/semantic-segmentation"},{"name":"Instance Segmentation","url":"/task/instance-segmentation","datasets_with_task":"/datasets/task/instance-segmentation"},{"name":"3D Semantic Segmentation","url":"/task/3d-semantic-segmentation","datasets_with_task":"/datasets/task/3d-semantic-segmentation"},{"name":"3D Instance Segmentation","url":"/task/3d-instance-segmentation-1","datasets_with_task":"/datasets/task/3d-instance-segmentation-1"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":[],"data_loaders":[{"repo":"https://github.com/LTTM/Scan-to-BIM","url":"https://github.com/LTTM/Scan-to-BIM","frameworks":[]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/semantic-segmentation-on-hepic","task":"Semantic Segmentation","dataset_variant":"HePIC 🏛️","rows":2,"metrics":["mIoU"],"first_row_in_archive_order":{"model":"BIM-Net++","paper":"/paper/fully-automated-scan-to-bim-via-point-cloud","metrics":{"mIoU":"43.7"},"code_links":[{"title":"LTTM/Scan-to-BIM","url":"https://github.com/LTTM/Scan-to-BIM"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/fully-automated-scan-to-bim-via-point-cloud","title":"Fully Automated Scan-to-BIM Via Point Cloud Instance Segmentation","date":"2023-09-11","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."}