Weak Supervision in Enemy Detection Based on Computer Game Output Video Stream

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dc.contributor.authorRajtar, Jakub
dc.contributor.authorSzajerman, Dominik
dc.date.accessioned2023-09-21T09:06:45Z
dc.date.available2023-09-21T09:06:45Z
dc.date.issued2023
dc.description.abstractThis work contains a solution for image classification and enemy detection in the output video stream of a computer game. Weak supervision was used to achieve the goal. It shows that an image dataset with a certain number of incorrect classification labels can be used to correctly build a classification model that distinguishes between images containing and not containing an enemy. Based on the results of such classification stage and the use of class activation maps, a method for detecting enemies on positively classified images was proposed. The tedious process of image labeling, which is necessary for supervised learning, does not occur here.en_EN
dc.identifier.citationRajtar J., Szajerman D., Weak Supervision in Enemy Detection Based on Computer Game Output Video Stream. 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. 80-86, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.11.
dc.identifier.doi10.34658/9788366741928.11
dc.identifier.isbn978-83-66741-92-8
dc.identifier.urihttp://hdl.handle.net/11652/4786
dc.identifier.urihttps://doi.org/10.34658/9788366741928.11
dc.language.isoenen_EN
dc.page.numbers. 80-86
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.subjectcomputer game testingen_EN
dc.subjectcomputer visionen_EN
dc.subjectweak supervisionen_EN
dc.subjecttestowanie gier komputerowychpl_PL
dc.subjectwizja komputerowapl_PL
dc.subjectsłaby nadzórpl_PL
dc.titleWeak Supervision in Enemy Detection Based on Computer Game Output Video Streamen_EN
dc.typeRozdział - monografiapl_PL
dc.typeChapter - monographen_EN

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