{"url":"/dataset/malaria-dataset","name":"Malaria Dataset","full_name":null,"description_markdown":"The dataset contains a total of 27,558 cell images with equal instances of parasitized and uninfected cells.\r\n\r\nSource: [Malaria Dataset](https://lhncbc.nlm.nih.gov/publication/pub9932)","description_withheld":null,"homepage":"https://lhncbc.nlm.nih.gov/publication/pub9932","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Medical Image Classification","url":"/task/medical-image-classification","datasets_with_task":"/datasets/task/medical-image-classification"}],"languages":[],"variants":["Malaria Dataset"],"data_loaders":[{"repo":"https://github.com/tensorflow/datasets","url":"https://www.tensorflow.org/datasets/catalog/malaria","frameworks":["tf","jax"]}],"num_papers_in_archive":6,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-classification-on-malaria-dataset","task":"Image Classification","dataset_variant":"Malaria Dataset","rows":3,"metrics":["Acc. (test)","PARAMS"],"first_row_in_archive_order":{"model":"kEffNet-B0 V2 16ch","paper":"/paper/an-enhanced-scheme-for-reducing-the","metrics":{"Acc. (test)":"97.61%","PARAMS":"0.61M"},"code_links":[{"title":"joaopauloschuler/k-neural-api","url":"https://github.com/joaopauloschuler/k-neural-api"},{"title":"joaopauloschuler/kEffNetV2","url":"https://github.com/joaopauloschuler/kEffNetV2"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/medical-image-classification-on-malaria","task":"Medical Image Classification","dataset_variant":"Malaria Dataset","rows":1,"metrics":["F1 score"],"first_row_in_archive_order":{"model":"SNAPSHOT ENSEMBLE","paper":"/paper/malaria-parasite-detection-using-efficient","metrics":{"F1 score":"99.37"},"code_links":[{"title":"sauravmishra1710/Malaria-Detection-Using-Deep-Learning-Techniques","url":"https://github.com/sauravmishra1710/Malaria-Detection-Using-Deep-Learning-Techniques"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/a-continual-development-methodology-for-large","title":"A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems","date":"2022-09-15","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/an-enhanced-scheme-for-reducing-the","title":"An Enhanced Scheme for Reducing the Complexity of Pointwise Convolutions in CNNs for Image Classification Based on Interleaved Grouped Filters without Divisibility Constraints","date":"2022-09-08","rows_on_this_dataset":2,"code_links":2,"syntology":null},{"paper":"/paper/malaria-parasite-detection-using-efficient","title":"Malaria Parasite Detection using Efficient Neural Ensembles","date":"2021-10-15","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-25T09:33:49+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."}