{"url":"/dataset/msra-td500","name":"MSRA-TD500","full_name":"MSRA Text Detection 500 Database","description_markdown":"The **MSRA-TD500** dataset is a text detection dataset that contains 300 training images and 200 test images. Text regions are arbitrarily orientated and annotated at sentence level. Different from the other datasets, it contains both English and Chinese text.\r\n\r\nSource: [Detecting Text in the Wild with Deep Character Embedding Network](https://arxiv.org/abs/1901.00363)\r\nImage Source: [http://www.iapr-tc11.org/mediawiki/images/MSRA-TD500_Example.jpg](http://www.iapr-tc11.org/mediawiki/images/MSRA-TD500_Example.jpg)","description_withheld":null,"homepage":"http://www.iapr-tc11.org/mediawiki/index.php/MSRA_Text_Detection_500_Database_(MSRA-TD500)","introduced_date":"2012-01-01","introduced_date_note":null,"introduced_by":{"paper":null,"title":"Detecting texts of arbitrary orientations in natural images","first_author":null,"url":"https://doi.org/10.1109/CVPR.2012.6247787"},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Scene Text Detection","url":"/task/scene-text-detection","datasets_with_task":"/datasets/task/scene-text-detection"}],"languages":[{"name":"English","url":"/datasets/language/english"},{"name":"Chinese","url":"/datasets/language/chinese"}],"variants":["MSRA-TD500"],"data_loaders":[],"num_papers_in_archive":124,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/scene-text-detection-on-msra-td500","task":"Scene Text Detection","dataset_variant":"MSRA-TD500","rows":18,"metrics":["F-Measure","Precision","Recall","FPS"],"first_row_in_archive_order":{"model":"MixNet","paper":"/paper/mixnet-toward-accurate-detection-of","metrics":{"F-Measure":"89.4","FPS":"15.2","Precision":"90.7","Recall":"88.1"},"code_links":[{"title":"D641593/MixNet","url":"https://github.com/D641593/MixNet"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/mixnet-toward-accurate-detection-of","title":"MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild","date":"2023-08-23","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/real-time-scene-text-detection-with-1","title":"Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion","date":"2022-02-21","rows_on_this_dataset":3,"code_links":5,"syntology":null},{"paper":"/paper/fast-searching-for-a-faster-arbitrarily","title":"FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation","date":"2021-11-03","rows_on_this_dataset":4,"code_links":2,"syntology":null},{"paper":"/paper/real-time-scene-text-detection-with","title":"Real-time Scene Text Detection with Differentiable Binarization","date":"2019-11-20","rows_on_this_dataset":1,"code_links":15,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":25,"samples_ran":3,"samples_unverified":22,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/efficient-and-accurate-arbitrary-shaped-text","title":"Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network","date":"2019-08-16","rows_on_this_dataset":1,"code_links":6,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":28,"samples_ran":4,"samples_unverified":24,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/character-region-awareness-for-text-detection","title":"Character Region Awareness for Text Detection","date":"2019-04-03","rows_on_this_dataset":1,"code_links":18,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":40,"samples_ran":6,"samples_unverified":34,"pointer_only_for_licence":4,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/textsnake-a-flexible-representation-for","title":"TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes","date":"2018-07-04","rows_on_this_dataset":1,"code_links":3,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":1,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/rotation-sensitive-regression-for-oriented","title":"Rotation-Sensitive Regression for Oriented Scene Text Detection","date":"2018-03-14","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/multi-oriented-scene-text-detection-via","title":"Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation","date":"2018-02-25","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/pixellink-detecting-scene-text-via-instance","title":"PixelLink: Detecting Scene Text via Instance Segmentation","date":"2018-01-04","rows_on_this_dataset":1,"code_links":5,"syntology":null},{"paper":"/paper/fused-text-segmentation-networks-for-multi","title":"Fused Text Segmentation Networks for Multi-oriented Scene Text Detection","date":"2017-09-11","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/east-an-efficient-and-accurate-scene-text","title":"EAST: An Efficient and Accurate Scene Text Detector","date":"2017-04-11","rows_on_this_dataset":1,"code_links":31,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":5,"samples_unverified":1,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/detecting-oriented-text-in-natural-images-by","title":"Detecting Oriented Text in Natural Images by Linking Segments","date":"2017-03-19","rows_on_this_dataset":1,"code_links":6,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":6,"samples_harvested":106,"samples_ran":20,"samples_unverified":86,"pointer_only_for_licence":6,"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."}