{"url":"/sota/3d-object-classification-on-remote-flash","task":{"name":"3D Object Classification","url":"/task/3d-object-classification","note":null},"dataset":{"name":"Remote Flash LiDAR Vehicles Dataset","url":"/dataset/remote-flash-lidar-vehicles-dataset"},"category":"Computer Vision","categories":["Computer Vision"],"category_note":null,"description":"3D Object Classification is the task of predicting the class of a 3D object point cloud.  It is a voxel level prediction where each voxel is classified into a category. The popular benchmark for this task is the ModelNet dataset. The models for this task are usually evaluated with the Classification Accuracy metric.\r\n\r\nImage: [Sedaghat et al](https://arxiv.org/pdf/1604.03351v2.pdf)","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":["mean average precision"],"metric_direction":{"note":"inferred from the metric name only (the archive records no direction); null = not inferred, chart draws points only","by_metric":{"mean average precision":"higher"}},"counts":{"rows":1,"rows_with_code":0,"rows_with_paper_page":1,"rows_dated":1,"rows_using_additional_data":0},"rows":[{"rank_in_archive_order":1,"model":"YOLO-X","metrics":{"mean average precision":"0.9858"},"uses_additional_data":false,"paper_date":"2024-06-07","paper":"/paper/real-time-object-detection-and-tracking-using","paper_url":"https://doi.org/10.1117/12.3013726","paper_title":"Real-time object detection and tracking using flash LiDAR imagery","code":null,"n_code_links":0,"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"}}}