{"url":"/dataset/tcb-ds","name":"TCB-DS","full_name":"Toxigenic Cyanobacteria Dataset","description_markdown":"The TCB-DS dataset is a specialized collection of microscopic images focusing on the automatic recognition of cyanobacteria genera. This dataset was meticulously compiled to address the challenges associated with the varying image qualities due to differences in contrast, resolution, size, lighting, and the presence of noise in the original images. It includes 2,591 images with varying dimensions, ranging from a minimum of 11 × 41 pixels to a maximum of 5184 × 3456 pixels.\r\n\r\nAfter using this dataset please cite: Automated identification of toxigenic cyanobacterial genera for water quality control purposes https://doi.org/10.1016/j.jenvman.2024.121274","description_withheld":null,"homepage":"https://github.com/iman2693/CTCB","introduced_date":"2024-06-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/automated-identification-of-toxigenic","title":"Automated identification of toxigenic cyanobacterial genera for water quality control purposes","first_author":"Iman Kianian","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Biology","url":"/datasets/modality/biology"}],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Classification","url":"/task/classification-1","datasets_with_task":"/datasets/task/classification-1"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["TCB-DS"],"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."}