{"url":"/dataset/usb","name":"USB","full_name":"Universal-Scale Object Detection Benchmark","description_markdown":"The Universal-Scale object detection Benchmark (USB) is a benchmark for object detection that has variations in object scales and image domains by incorporating COCO with the recently proposed Waymo Open Dataset and Manga109-s dataset. To enable fair comparison, USB establishes different protocols by defining multiple thresholds for training epochs and evaluation image resolutions.","description_withheld":null,"homepage":"https://github.com/shinya7y/UniverseNet","introduced_date":"2021-03-25","introduced_date_note":null,"introduced_by":{"paper":"/paper/usb-universal-scale-object-detection","title":"USB: Universal-Scale Object Detection Benchmark","first_author":"Yosuke Shinya","url":null},"license":{"name":"Multiple licenses","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Object Detection","url":"/task/object-detection","datasets_with_task":"/datasets/task/object-detection"}],"languages":[],"variants":["USB","USB (Standard USB 1.0 protocol)"],"data_loaders":[{"repo":"https://github.com/shinya7y/UniverseNet","url":"https://github.com/shinya7y/UniverseNet","frameworks":["pytorch"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/object-detection-on-usb-standard-usb-1-0","task":"Object Detection","dataset_variant":"USB (Standard USB 1.0 protocol)","rows":13,"metrics":["mCAP"],"first_row_in_archive_order":{"model":"UniverseNet-20.08","paper":"/paper/usb-universal-scale-object-detection","metrics":{"mCAP":"52.1"},"code_links":[{"title":"shinya7y/UniverseNet","url":"https://github.com/shinya7y/UniverseNet"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/usb-universal-scale-object-detection","title":"USB: Universal-Scale Object Detection Benchmark","date":"2021-03-25","rows_on_this_dataset":13,"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."}