Brodzicki, AndrzejPiekarski, MichałKostuch, AleksanderNoworolnik, FilipAleksandrowicz, MaciejWójcicka, AnnaJaworek-Korjakowska, Joanna2023-09-212023-09-212023Brodzicki A., Piekarski M., Kostuch A., Noworolnik F., Aleksandrowicz M., Wójcicka A., Jaworek-Korjakowska J., Transformers Neural Networks Applications in Different Computer Vision Tasks. 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. 73-79, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.10.978-83-66741-92-8http://hdl.handle.net/11652/4785https://doi.org/10.34658/9788366741928.10Transformers architectures are one of the latest inventions in the field of deep learning. Originally dedicated to NLP, they begin to find use in computer vision too. In this paper, we briefly describe the idea behind vision transformers and present a few examples, where we utilised them in our research, focusing on the field of medical images and autonomous driving. We show, that vision transformers can be used in various tasks, such as detection or classification, as well as explain how some of their drawbacks can be mitigated with a transfer learning approach.enDla wszystkich w zakresie dozwolonego użytkuFair use conditiontransformersneural networkscomputer visionclassificationdetectionsegmentationtransformatorysieci neuronowewizja komputerowaklasyfikacjadetekcjasegmentacjaRozdział - monografiaLicencja PŁLUT License10.34658/9788366741928.10