{"url":"/dataset/botswana","name":"Botswana","full_name":"Botswana","description_markdown":"**Botswana** is a hyperspectral image classification dataset. The NASA EO-1 satellite acquired a sequence of data over the Okavango Delta, Botswana in 2001-2004. The Hyperion sensor on EO-1 acquires data at 30 m pixel resolution over a 7.7 km strip in 242 bands covering the 400-2500 nm portion of the spectrum in 10 nm windows. Preprocessing of the data was performed by the UT Center for Space Research to mitigate the effects of bad detectors, inter-detector miscalibration, and intermittent anomalies. Uncalibrated and noisy bands that cover water absorption features were removed, and the remaining 145 bands were included as candidate features: [10-55, 82-97, 102-119, 134-164, 187-220]. The data analyzed in this study, acquired May 31, 2001, consist of observations from 14 identified classes representing the land cover types in seasonal swamps, occasional swamps, and drier woodlands located in the distal portion of the Delta.\r\n\r\nSource: M Graña, MA Veganzons, B Ayerdi","description_withheld":null,"homepage":"http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"Hyperspectral images","url":"/datasets/modality/hyperspectral-images"}],"tasks":[{"name":"Hyperspectral Image Classification","url":"/task/hyperspectral-image-classification","datasets_with_task":"/datasets/task/hyperspectral-image-classification"}],"languages":[],"variants":["Botswana"],"data_loaders":[],"num_papers_in_archive":4,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/hyperspectral-image-classification-on","task":"Hyperspectral Image Classification","dataset_variant":"Botswana","rows":1,"metrics":["Overall Accuracy"],"first_row_in_archive_order":{"model":"FSKNet","paper":"/paper/faster-hyperspectral-image-classification","metrics":{"Overall Accuracy":"1"},"code_links":[{"title":"leeguandong/fsknet-for-hsi","url":"https://github.com/leeguandong/fsknet-for-hsi"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/faster-hyperspectral-image-classification","title":"Faster hyperspectral image classification based on selective kernel mechanism using deep convolutional networks","date":"2022-02-14","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."}