Do We Always Need AI for Image Colorization?

dc.contributor.authorŚluzek, Andrzej
dc.date.accessioned2023-09-21T07:03:31Z
dc.date.available2023-09-21T07:03:31Z
dc.date.issued2023
dc.description.abstractMonochrome image (re-)colorization is a problem where human guidance is considered indispensable (even if AI is used). We challenge this approach by presenting a method for converting grayscale images into credible color counterparts with no priors provided/learned on image content, semantics, etc. In contrast to our recent works (focusing on images from non-visual domains) this paper discusses mainly colorization of real-world images for which certain coloristic expectations exist. We argue (and show on selected examples) that a simple technique combining non-deterministic heuristics and randomized flood-fill can deliver colored outputs which are visually convincing and (occasionally) similar to the ground-truth images.en_EN
dc.identifier.citationŚluzek A., Do We Always Need AI for Image Colorization?. 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. 31-36, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.3
dc.identifier.doi10.34658/9788366741928.3
dc.identifier.isbn978-83-66741-92-8
dc.identifier.urihttp://hdl.handle.net/11652/4778
dc.identifier.urihttps://doi.org/10.34658/9788366741928.3
dc.language.isoenen_EN
dc.page.numbers. 31-36
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.subjectimage coloringen_EN
dc.subjectde-colorizationen_EN
dc.subjectcolor modelsen_EN
dc.subjectflood-fillen_EN
dc.subjectkolorowanie obrazupl_PL
dc.subjectodbarwianiepl_PL
dc.subjectmodele kolorówpl_PL
dc.subjectwypełnianiepl_PL
dc.titleDo We Always Need AI for Image Colorization?en_EN
dc.typeRozdział - monografiapl_PL
dc.typeChapter - monographen_EN

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