{"url":"/dataset/imagenet-50-samples-per-class","name":"ImageNet 50 samples per class","full_name":null,"description_markdown":"This ImageNet version contains only 50 training images per class while the original testing set remains unchanged. It is one of the datasets comprising the data-efficient image classification (DEIC) benchmark.\r\nIt was proposed to challenge the generalization capabilities of modern image classifiers.","description_withheld":null,"homepage":"https://github.com/cvjena/deic/tree/master/datasets/imagenet","introduced_date":"2021-08-30","introduced_date_note":null,"introduced_by":{"paper":"/paper/tune-it-or-don-t-use-it-benchmarking-data","title":"Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification","first_author":"Lorenzo Brigato","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Small Data Image Classification","url":"/task/small-data","datasets_with_task":"/datasets/task/small-data"}],"languages":[],"variants":["ImageNet 50 samples per class"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/small-data-image-classification-on-imagenet","task":"Small Data Image Classification","dataset_variant":"ImageNet 50 samples per class","rows":3,"metrics":["1:1 Accuracy"],"first_row_in_archive_order":{"model":"Harmonic Networks","paper":"/paper/tune-it-or-don-t-use-it-benchmarking-data","metrics":{"1:1 Accuracy":"46.36"},"code_links":[{"title":"cvjena/deic","url":"https://github.com/cvjena/deic"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/tune-it-or-don-t-use-it-benchmarking-data","title":"Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification","date":"2021-08-30","rows_on_this_dataset":3,"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."}