{"url":"/task/safety-perception-recognition","name":"Safety Perception Recognition","slug":"safety-perception-recognition","description_markdown":"City safety perception recognition","categories":[{"name":"Computer Vision","url":"/area/computer-vision"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":2,"papers_with_code":2,"benchmarks":2,"benchmark_tables_in_archive":2,"benchmark_tables_shown":2,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":1,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/safety-perception-recognition-on-google","slug":"safety-perception-recognition-on-google","dataset":"Google Street Images","dataset_url":null,"rows_in_archive":1,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"CNN","paper_title":"Predicting city safety perception based on visual image content","paper_url":"/paper/predicting-city-safety-perception-based-on","paper_date":"2019-02-19","arxiv_id":"1902.06871","code_links":[{"title":"sergiojx/uspBogota2018","url":"https://github.com/sergiojx/uspBogota2018"}],"syntology":null}},{"leaderboard":"/sota/safety-perception-recognition-on-place-pulse","slug":"safety-perception-recognition-on-place-pulse","dataset":"Place Pulse 2.0","dataset_url":"/dataset/place-pulse-2-0","rows_in_archive":1,"metrics":["AUC"],"first_row_in_archive_order":{"model":"ResNet151","paper_title":"Urban Perception: Can we understand why a street is safe?","paper_url":"/paper/urban-perception-can-we-understand-why-a","paper_date":"2021-10-15","arxiv_id":null,"code_links":[{"title":"fmorenovr/Semi-Supervised-Learning_with_GAN_Keras","url":"https://github.com/fmorenovr/Semi-Supervised-Learning_with_GAN_Keras"}],"syntology":null}}],"datasets":[{"url":"/dataset/place-pulse-2-0","name":"Place Pulse 2.0","full_name":"","num_papers_in_archive":11}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":2,"of":2,"tagged_in_all":2,"items":[{"url":"/paper/a-little-fog-for-a-large-turn","title":"A Little Fog for a Large Turn","date":"2020-01-16","arxiv_id":"2001.05873","repositories_listed":2,"syntology":null},{"url":"/paper/urban-perception-can-we-understand-why-a","title":"Urban Perception: Can we understand why a street is safe?","date":"2021-10-15","arxiv_id":null,"repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}