{"url":"/dataset/images-of-public-streetlights-with","name":"Images of Public Streetlights with Operational Monitoring using Computer Vision Techniques","full_name":null,"description_markdown":"This dataset consists of ~350k JPEG images of streetlight columns installed on a public road infrastructure located in the city of Bristol, UK.\r\n\r\nEach streetlight is photographed by a Raspberry Pi Camera Module v1, installed on each lamppost, providing a unique camera placement, photographic angle, and distance from the streetlight. Several streetlights are partially obstructed by vegetation or are outside the Field of View (FoV) of the Raspberry Pi camera. Finally, the cameras facing the sky are susceptible to weather conditions (e.g., rain, snow, direct sunlight, etc.) that can partially or entirely alter the quality of the images taken.\r\n\r\nThe above provides a unique and diverse dataset of images that can be used for training tools and machine learning models for inspection, monitoring and maintenance use-cases within Smart Cities applications.","description_withheld":null,"homepage":"https://zenodo.org/record/6046759","introduced_date":"2022-03-31","introduced_date_note":null,"introduced_by":{"paper":"/paper/a-dataset-of-images-of-public-streetlights","title":"A Dataset of Images of Public Streetlights with Operational Monitoring using Computer Vision Techniques","first_author":"Ioannis Mavromatis","url":null},"license":{"name":"Creative Commons Attribution 4.0 International","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[],"languages":[],"variants":["Images of Public Streetlights with Operational Monitoring using Computer Vision Techniques"],"data_loaders":[],"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":"2026-09-25T09:33:49+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."}