BDOT10k-seg: A Dataset for Semantic Segmentation

dc.contributor.authorKos, Aleksandra
dc.contributor.authorMajek, Karol
dc.date.accessioned2023-09-25T08:03:46Z
dc.date.available2023-09-25T08:03:46Z
dc.date.issued2023
dc.description.abstractIn this work, we describe BDOT10k-seg, a novel aerial dataset for semantic and instance segmentation. Our data covers almost the entire territory of Poland (314,000 km2) and provides precise pixel-level annotations for 286 classes of topographical objects, including buildings, roads, rivers, lakes, airports, agricultural areas, and forests. BDOT10-seg consists of 60,718 images with a resolution of 3 to 75 centimeters per pixel, and more than 40 million object instances. The average image size is 12,367 px because, unlike other publicly available datasets, we do not modify the source orthoimages. The code for generating the BDOT10k-seg dataset is publicly available.en_EN
dc.identifier.citationKos A., Majek K., BDOT10k-seg: A Dataset for Semantic Segmentation. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, s. 401-406, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.63.
dc.identifier.doi10.34658/9788366741928.63
dc.identifier.isbn978-83-66741-92-8
dc.identifier.urihttp://hdl.handle.net/11652/4839
dc.identifier.urihttps://doi.org/10.34658/9788366741928.63
dc.language.isoenen_EN
dc.page.numbers. 401-406
dc.publisherWydawnictwo Politechniki Łódzkiejpl_PL
dc.publisherLodz University of Technology Pressen_EN
dc.relation.ispartofWojciechowski A. (Ed.), Lipiński P. (Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.
dc.rightsDla wszystkich w zakresie dozwolonego użytkupl_PL
dc.rightsFair use conditionen_EN
dc.rights.licenseLicencja PŁpl_PL
dc.rights.licenseLUT Licenseen_EN
dc.subjectBDOT10ken_EN
dc.subjectremote sensingen_EN
dc.subjectaerial imagesen_EN
dc.subjectsemantic segmentationen_EN
dc.subjectinstance segmentationen_EN
dc.subjectBDOT10kpl_PL
dc.subjectteledetekcjapl_PL
dc.subjectzdjęcia lotniczepl_PL
dc.subjectsegmentacja semantycznapl_PL
dc.subjectsegmentacja instancjipl_PL
dc.titleBDOT10k-seg: A Dataset for Semantic Segmentationen_EN
dc.typeRozdział - monografiapl_PL
dc.typeChapter - monographen_EN

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