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dc.contributor.authorKoller, Thomas-
dc.contributor.authorGrabner, Helmut-
dc.date.accessioned2022-12-09T11:10:04Z-
dc.date.available2022-12-09T11:10:04Z-
dc.date.issued2022-
dc.identifier.isbn978-1-6654-9062-7de_CH
dc.identifier.urihttps://digitalcollection.zhaw.ch/handle/11475/26320-
dc.description.abstractHow to be successful on a video platform with 720K hours of video uploaded daily? This is the key question for every Youtube content creator. Especially, because there is only a thumbnail image and a short caption to attract the users’ attention and convince them to click a video. We introduce the Youtube-Science-Channels dataset containing more than 19k Youtube thumbnails and captions along with meta attributes, such as likes, dislikes and views from 40 channels. A Youtube video’s success is defined as generating lots of views. Given this labeling, a computational model is built in order to predict the success of a video using solely its thumbnail and caption. Experimental results are presented on both, the individual videos as well as aggregated per Youtube channel. Our combined vision and natural language model can accurately predict success. In addition, we analyse the effect of using clickbait in video captions. We show that clickbait is positively correlated with a Youtube channel’s success but that other factors such as high quality animations are important as well.de_CH
dc.language.isoende_CH
dc.publisherIEEEde_CH
dc.rightsLicence according to publishing contractde_CH
dc.subject.ddc302.23: Mediende_CH
dc.titleWho wants to be a click-millionaire? : on the influence of thumbnails and captionsde_CH
dc.typeKonferenz: Paperde_CH
dcterms.typeTextde_CH
zhaw.departementSchool of Engineeringde_CH
zhaw.organisationalunitInstitut für Datenanalyse und Prozessdesign (IDP)de_CH
dc.identifier.doi10.1109/ICPR56361.2022.9956202de_CH
zhaw.conference.details26th International Conference on Pattern Recognition (ICPR), Montréal, Canada, 21-25 August 2022de_CH
zhaw.funding.euNode_CH
zhaw.originated.zhawYesde_CH
zhaw.pages.end635de_CH
zhaw.pages.start629de_CH
zhaw.publication.statuspublishedVersionde_CH
zhaw.publication.reviewPeer review (Publikation)de_CH
zhaw.title.proceedings2022 26th International Conference on Pattern Recognition (ICPR)de_CH
zhaw.author.additionalNode_CH
zhaw.display.portraitYesde_CH
Appears in collections:Publikationen School of Engineering

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Koller, T., & Grabner, H. (2022). Who wants to be a click-millionaire? : on the influence of thumbnails and captions [Conference paper]. 2022 26th International Conference on Pattern Recognition (ICPR), 629–635. https://doi.org/10.1109/ICPR56361.2022.9956202
Koller, T. and Grabner, H. (2022) ‘Who wants to be a click-millionaire? : on the influence of thumbnails and captions’, in 2022 26th International Conference on Pattern Recognition (ICPR). IEEE, pp. 629–635. Available at: https://doi.org/10.1109/ICPR56361.2022.9956202.
T. Koller and H. Grabner, “Who wants to be a click-millionaire? : on the influence of thumbnails and captions,” in 2022 26th International Conference on Pattern Recognition (ICPR), 2022, pp. 629–635. doi: 10.1109/ICPR56361.2022.9956202.
KOLLER, Thomas und Helmut GRABNER, 2022. Who wants to be a click-millionaire? : on the influence of thumbnails and captions. In: 2022 26th International Conference on Pattern Recognition (ICPR). Conference paper. IEEE. 2022. S. 629–635. ISBN 978-1-6654-9062-7
Koller, Thomas, and Helmut Grabner. 2022. “Who Wants to Be a Click-Millionaire? : On the Influence of Thumbnails and Captions.” Conference paper. In 2022 26th International Conference on Pattern Recognition (ICPR), 629–35. IEEE. https://doi.org/10.1109/ICPR56361.2022.9956202.
Koller, Thomas, and Helmut Grabner. “Who Wants to Be a Click-Millionaire? : On the Influence of Thumbnails and Captions.” 2022 26th International Conference on Pattern Recognition (ICPR), IEEE, 2022, pp. 629–35, https://doi.org/10.1109/ICPR56361.2022.9956202.


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