{"url":"/dataset/sotif-pcod","name":"SOTIF-PCOD","full_name":"SOTIF-related Use Case Dataset","description_markdown":"SOTIF-PCOD is a dataset generated using the CARLA simulator, specifically designed for Safety of the Intended Functionality (SOTIF) research. It consists of 547 frames of LiDAR point cloud data formatted in the KITTI standard, representing a single SOTIF-related use case. \r\n\r\nThe dataset captures a multi-lane highway scenario where an Ego-Vehicle, equipped with a LiDAR sensor, operates under varying environmental conditions. These conditions include different weather scenarios such as clear, cloudy, wet, and rainy environments, corresponding to different times of the day, including noon, sunset, and night.","description_withheld":null,"homepage":"https://arxiv.org/abs/2503.03548","introduced_date":"2024-05-02","introduced_date_note":null,"introduced_by":{"paper":"/paper/simulation-based-performance-evaluation-of-3d","title":"Simulation-Based Performance Evaluation of 3D Object Detection Methods with Deep Learning for a LiDAR Point Cloud Dataset in a SOTIF-related Use Case","first_author":"Milin Patel","url":null},"license":{"name":"CC BY","url":"https://creativecommons.org/licenses/by/4.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Point cloud","url":"/datasets/modality/point-cloud"}],"tasks":[{"name":"3D Object Detection","url":"/task/3d-object-detection","datasets_with_task":"/datasets/task/3d-object-detection"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["SOTIF-PCOD"],"data_loaders":[{"repo":"https://github.com/milinpatel07/SOTIF-PCOD","url":"https://arxiv.org/abs/2503.03548","frameworks":["pytorch"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"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."}