{"url":"/dataset/place-pulse-2-0","name":"Place Pulse 2.0","full_name":null,"description_markdown":"Place Pulse is a crowdsourcing effort that aims to map which areas of a city are perceived as safer, livelier, wealthier, more active, beautiful and friendly. By asking users to select images from a pair, Place Pulse collected more than 1.5 million reports that evaluate more than 100,000 images from 56 cities.\r\n\r\nSource: https://figshare.com/articles/dataset/Place_Pulse/11859993\r\n\r\nImage source: https://www.media.mit.edu/projects/place-pulse-1/overview/","description_withheld":null,"homepage":"https://www.media.mit.edu/projects/place-pulse/overview/","introduced_date":"2016-08-05","introduced_date_note":null,"introduced_by":{"paper":"/paper/deep-learning-the-city-quantifying-urban","title":"Deep Learning the City : Quantifying Urban Perception At A Global Scale","first_author":"Abhimanyu Dubey","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Safety Perception Recognition","url":"/task/safety-perception-recognition","datasets_with_task":"/datasets/task/safety-perception-recognition"}],"languages":[],"variants":["Place Pulse 2.0"],"data_loaders":[{"repo":"https://github.com/aleksandrskoselevs/place-pulse-dataset","url":"https://github.com/aleksandrskoselevs/place-pulse-dataset","frameworks":["pytorch"]}],"num_papers_in_archive":11,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/safety-perception-recognition-on-place-pulse","task":"Safety Perception Recognition","dataset_variant":"Place Pulse 2.0","rows":1,"metrics":["AUC"],"first_row_in_archive_order":{"model":"ResNet151","paper":"/paper/urban-perception-can-we-understand-why-a","metrics":{"AUC":"76.8"},"code_links":[{"title":"fmorenovr/Semi-Supervised-Learning_with_GAN_Keras","url":"https://github.com/fmorenovr/Semi-Supervised-Learning_with_GAN_Keras"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/urban-perception-can-we-understand-why-a","title":"Urban Perception: Can we understand why a street is safe?","date":"2021-10-15","rows_on_this_dataset":1,"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."}