{"url":"/dataset/vfr-wild","name":"VFR-Wild","full_name":null,"description_markdown":"325 word images intended for font recognition, whose fonts are included in [VFR-447] (and [VFR-2420]).\r\n\r\n> (...) 325 real world test images for the font classes we have in the training set. These images were collected from typography forums, such as myfonts.com, where people post these images seeking help from experts to identify the fonts. Compared with the synthetic data, these images typically have much larger appearance variations caused by scale, background, lighting, noise, perspective distortions, and compression artifacts. We manually cropped the texts from these images with a bounding box to normalize the text size approximately to the same scale as the synthetic data.\r\n\r\n[VFR-447]: https://paperswithcode.com/dataset/vfr-447\r\n[VFR-2420]: https://paperswithcode.com/dataset/vfr-2420","description_withheld":null,"homepage":"","introduced_date":"2014-06-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/large-scale-visual-font-recognition","title":"Large-Scale Visual Font Recognition","first_author":"Guang Chen","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Font Recognition","url":"/task/font-recognition","datasets_with_task":"/datasets/task/font-recognition"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["VFR-447","VFR-2420","VFR-Wild"],"data_loaders":[],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/font-recognition-on-vfr-wild","task":"Font Recognition","dataset_variant":"VFR-Wild","rows":2,"metrics":["Top 1 Accuracy","Top 5 Error Rate","Top-1 Error Rate","Top 10 Accuracy","Top 5 Accuracy"],"first_row_in_archive_order":{"model":"DeepFont (CAE_FR)","paper":"/paper/deepfont-identify-your-font-from-an-image","metrics":{"Top 1 Accuracy":"61.85","Top 5 Accuracy":"79.38","Top 5 Error Rate":"20.62","Top-1 Error Rate":"38.15"},"code_links":[{"title":"robinreni96/Font_Recognition-DeepFont","url":"https://github.com/robinreni96/Font_Recognition-DeepFont"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/deepfont-identify-your-font-from-an-image","title":"DeepFont: Identify Your Font from An Image","date":"2015-07-12","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/large-scale-visual-font-recognition","title":"Large-Scale Visual Font Recognition","date":"2014-06-01","rows_on_this_dataset":1,"code_links":0,"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."}