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The lack of large and standardized data sets is a critical problem in medical image classification. Classical augmentation procedures are not sufficient. Therefore, in this research, we expanded our previous augmentation approach for histopathology images and we proved the possibility to apply it for a cell-counting problem. <\/jats:p>","DOI":"10.1142\/s2196888823500057","type":"journal-article","created":{"date-parts":[[2023,5,20]],"date-time":"2023-05-20T15:51:40Z","timestamp":1684597900000},"page":"373-389","source":"Crossref","is-referenced-by-count":0,"title":["Synthetic Data Generation for Morphological Analyses of Histopathology Images with Deep Learning Models"],"prefix":"10.1142","volume":"10","author":[{"given":"Martin","family":"Tabakov","sequence":"first","affiliation":[{"name":"Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Krzysztof","family":"Galus","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Artur","family":"Zawisza","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adam R.","family":"Chlopowiec","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adrian B.","family":"Chlopowiec","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Konrad","family":"Karanowski","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2023,7,7]]},"reference":[{"key":"S2196888823500057BIB001","doi-asserted-by":"publisher","DOI":"10.1016\/j.imed.2021.11.002"},{"key":"S2196888823500057BIB002","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2016.2553401"},{"key":"S2196888823500057BIB003","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2015.2482920"},{"key":"S2196888823500057BIB004","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2016.01.074"},{"key":"S2196888823500057BIB005","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0197-0"},{"key":"S2196888823500057BIB007","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3154061"},{"key":"S2196888823500057BIB008","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2020.101816"},{"key":"S2196888823500057BIB009","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.09.013"},{"key":"S2196888823500057BIB010","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2021.100779"},{"key":"S2196888823500057BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2021.106456"},{"key":"S2196888823500057BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.12.026"},{"key":"S2196888823500057BIB013","doi-asserted-by":"publisher","DOI":"10.1158\/0008-5472.CAN-19-2268"},{"key":"S2196888823500057BIB014","doi-asserted-by":"publisher","DOI":"10.1158\/0008-5472.CAN-19-1629"},{"key":"S2196888823500057BIB015","doi-asserted-by":"publisher","DOI":"10.3389\/fmolb.2020.00183"},{"key":"S2196888823500057BIB016","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0007847"},{"key":"S2196888823500057BIB017","doi-asserted-by":"publisher","DOI":"10.1002\/cyto.a.23683"},{"key":"S2196888823500057BIB018","volume-title":"Computational Collective Intelligence: 14th Int. 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