{"url":"/dataset/inria-holidays-dataset","name":"INRIA Holidays Dataset","full_name":null,"description_markdown":"The Holidays dataset is a set of images which mainly contains some of the authors' personal holidays photos. The remaining ones were taken on purpose to test the robustness to various attacks: rotations, viewpoint and illumination changes, blurring, etc. The dataset includes a very large variety of scene types (natural, man-made, water and fire effects, etc) and images are in high resolution. The dataset contains 500 image groups, each of which represents a distinct scene or object. The first image of each group is the query image and the correct retrieval results are the other images of the group.\r\n\r\nSource: [INRIA Holidays Dataset](http://lear.inrialpes.fr/~jegou/data.php#holidays)","description_withheld":null,"homepage":"http://lear.inrialpes.fr/~jegou/data.php#holidays","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Content-Based Image Retrieval","url":"/task/content-based-image-retrieval","datasets_with_task":"/datasets/task/content-based-image-retrieval"}],"languages":[],"variants":["INRIA Holidays Dataset"],"data_loaders":[{"repo":"https://github.com/adem1002/image-searching-by-text","url":"https://paperswithcode.com/dataset/inria-holidays-dataset","frameworks":["tf"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/content-based-image-retrieval-on-inria-1","task":"Content-Based Image Retrieval","dataset_variant":"INRIA Holidays Dataset","rows":1,"metrics":["MAP"],"first_row_in_archive_order":{"model":"LHRR","paper":"/paper/multimedia-retrieval-through-unsupervised","metrics":{"MAP":"90.94%"},"code_links":[{"title":"UDLF/UDLF","url":"https://github.com/UDLF/UDLF"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/multimedia-retrieval-through-unsupervised","title":"Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold Ranking","date":"2019-12-01","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."}