{"url":"/dataset/rise","name":"RISE","full_name":null,"description_markdown":"**RISE** is a large-scale video dataset for Recognizing Industrial Smoke Emissions. A citizen science approach was adopted to collaborate with local community members to annotate whether a video clip has smoke emissions. The dataset contains 12,567 clips from 19 distinct views from cameras that monitored three industrial facilities. These daytime clips span 30 days over two years, including all four seasons.\n\nSource: [https://arxiv.org/abs/2005.06111](https://arxiv.org/abs/2005.06111)\nImage Source: [https://github.com/CMU-CREATE-Lab/deep-smoke-machine](https://github.com/CMU-CREATE-Lab/deep-smoke-machine)","description_withheld":null,"homepage":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/rise-video-dataset-recognizing-industrial","title":"Project RISE: Recognizing Industrial Smoke Emissions","first_author":"Yen-Chia Hsu","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Action Recognition","url":"/task/action-recognition-in-videos","datasets_with_task":"/datasets/task/action-recognition-in-videos"},{"name":"Temporal Action Localization","url":"/task/action-recognition","datasets_with_task":"/datasets/task/action-recognition"}],"languages":[],"variants":["RISE"],"data_loaders":[{"repo":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine","url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine","frameworks":["pytorch"]}],"num_papers_in_archive":2,"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."}