{"url":"/dataset/camlessvideosfromthewild","name":"CamlessVideosFromTheWild","full_name":null,"description_markdown":"57 stock videos from Pexels, predominantly covering road scenes which involve minimal distortion.\r\n\r\nThey involve different camera setups, also with varying camera heights, obstacles present throughout some videos (for e.g. car hood), highly varying image resolutions, and even weather conditions (day, rain, snow, night etc.).\r\n\r\nFor more details, check the paper \r\nCamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters\r\n https://arxiv.org/pdf/2110.14347v1.pdf","description_withheld":null,"homepage":"https://www.pexels.com/collections/internet_videos_train-xb9y9rz/","introduced_date":"2021-10-27","introduced_date_note":null,"introduced_by":{"paper":"/paper/camlessmonodepth-monocular-depth-estimation","title":"CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters","first_author":"Sai Shyam Chanduri","url":null},"license":{"name":"https://www.pexels.com/license/","url":"https://www.pexels.com/license/"},"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Depth And Camera Motion","url":"/task/depth-and-camera-motion","datasets_with_task":"/datasets/task/depth-and-camera-motion"},{"name":"Unsupervised Monocular Depth Estimation","url":"/task/unsupervised-monocular-depth-estimation","datasets_with_task":"/datasets/task/unsupervised-monocular-depth-estimation"}],"languages":[],"variants":["CamlessVideosFromTheWild"],"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":"2026-09-24T18:15:14+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."}