{"url":"/dataset/reefset","name":"ReefSet","full_name":null,"description_markdown":"The full version of ReefSet used in Williams et al. (2024). This dataset contains strongly labeled audio clips from coral reef habitats, taken across 16 unique datasets from 11 countries. This dataset can be used to test transfer learning performance of audio embedding models.\r\n\r\nThis folder includes:\r\n- 57,084 WAV files that make up ReefSet_v1.0. Each file is 1.88 seconds in length, sampled at 16 kHz. All files have an associated label.\r\n- `reefset_annotations.json`, which contains the associated label, file ID, filename, data sharer, dataset and recorder type used for each sample in ReefSet_v1.0. This information is also indicated in the filename of each file.\r\n- 'reefset_labels_by_dataset.csv' provides a table containing the counts of each label class within each dataset.","description_withheld":null,"homepage":"https://doi.org/10.5281/zenodo.11071202","introduced_date":"2024-04-25","introduced_date_note":null,"introduced_by":{"paper":"/paper/leveraging-tropical-reef-bird-and-unrelated","title":"Leveraging tropical reef, bird and unrelated sounds for superior transfer learning in marine bioacoustics","first_author":"Ben Williams","url":null},"license":{"name":"CC BY 4.0","url":null},"modalities":[{"name":"Audio","url":"/datasets/modality/audio"}],"tasks":[{"name":"Audio Classification","url":"/task/audio-classification","datasets_with_task":"/datasets/task/audio-classification"},{"name":"Transfer Learning","url":"/task/transfer-learning","datasets_with_task":"/datasets/task/transfer-learning"}],"languages":[],"variants":["ReefSet"],"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."}