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This article advances the state of the art in this area by addressing a novel and more challenging issue: \u201c\n            <jats:italic>Given an arbitrary input image, can we make it more memorable?<\/jats:italic>\n            \u201d To tackle this problem, we introduce an approach based on an\n            <jats:italic>editing-by-applying-filters<\/jats:italic>\n            paradigm: given an input image, we propose to automatically retrieve a set of \u201cstyle seeds,\u201d i.e., a set of style images that, applied to the input image through a neural style transfer algorithm, provide the highest increase in memorability. We show the effectiveness of the proposed approach with experiments on the publicly available LaMem dataset, performing both a quantitative evaluation and a user study. To demonstrate the flexibility of the proposed framework, we also analyze the impact of different implementation choices, such as using different state-of-the-art neural style transfer methods. Finally, we show several qualitative results to provide additional insights on the link between image style and memorability.\n          <\/jats:p>","DOI":"10.1145\/3311781","type":"journal-article","created":{"date-parts":[[2019,6,6]],"date-time":"2019-06-06T12:28:42Z","timestamp":1559824122000},"page":"1-22","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["Increasing Image Memorability with Neural Style Transfer"],"prefix":"10.1145","volume":"15","author":[{"given":"Aliaksandr","family":"Siarohin","sequence":"first","affiliation":[{"name":"University of Trento, Trento, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6271-5915","authenticated-orcid":false,"given":"Gloria","family":"Zen","sequence":"additional","affiliation":[{"name":"University of Trento, Trento, Italy"}]},{"given":"Cveta","family":"Majtanovic","sequence":"additional","affiliation":[{"name":"University of Trento, Italy and University of Novi Sad, Serbia"}]},{"given":"Xavier","family":"Alameda-Pineda","sequence":"additional","affiliation":[{"name":"Inria, France"}]},{"given":"Elisa","family":"Ricci","sequence":"additional","affiliation":[{"name":"University of Trento and Fondazione Bruno Kessler (FBK), Trento, Italy"}]},{"given":"Nicu","family":"Sebe","sequence":"additional","affiliation":[{"name":"University of Trento, Trento, Italy"}]}],"member":"320","published-online":{"date-parts":[[2019,6,5]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0036787"},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.5244\/C.31.171"},{"key":"e_1_2_1_3_1","doi-asserted-by":"crossref","unstructured":"Daniel E. 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