Will people like your illustration? Popularity assessment of illustrations
Abstract Illustrations frequently appear in advertisements, films, books, etc. Research into the popularity of illustrations shows practicality and necessity already, which plays an important role in the improvement of illustrations and advertising decisions. In this letter, an Illustration Populari...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2021-01-01
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| Series: | Electronics Letters |
| Subjects: | |
| Online Access: | https://doi.org/10.1049/ell2.12054 |
| _version_ | 1797894150542065664 |
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| author | Jiachen Yang Yao Men Yang Zhao |
| author_facet | Jiachen Yang Yao Men Yang Zhao |
| author_sort | Jiachen Yang |
| collection | DOAJ |
| description | Abstract Illustrations frequently appear in advertisements, films, books, etc. Research into the popularity of illustrations shows practicality and necessity already, which plays an important role in the improvement of illustrations and advertising decisions. In this letter, an Illustration Popularity Assessment Network （IPANet） is designed, inspired by the illustration creation process. Atrous convolutional layers are densely concatenated to extract image composition information and Gram matrix is used to measure the image style. We also introduce a scoring model based on ‘views’ and ‘likes’ to score the popularity of collected illustrations. The IPANet is proved to be effective according to experimental results on the scored illustrations. As far as we know, we are the first to explore the popularity of illustrations and practice successfully. |
| first_indexed | 2024-04-10T07:04:16Z |
| format | Article |
| id | doaj.art-c6678c9dfed74eb5a9a4a7b9871befba |
| institution | Directory Open Access Journal |
| issn | 0013-5194 1350-911X |
| language | English |
| last_indexed | 2024-04-10T07:04:16Z |
| publishDate | 2021-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Electronics Letters |
| spelling | doaj.art-c6678c9dfed74eb5a9a4a7b9871befba2023-02-27T12:06:15ZengWileyElectronics Letters0013-51941350-911X2021-01-01572586110.1049/ell2.12054Will people like your illustration? Popularity assessment of illustrationsJiachen Yang0Yao Men1Yang Zhao2School of Electrical and Information Engineering Tianjin University Tianjin ChinaSchool of Electrical and Information Engineering Tianjin University Tianjin ChinaSchool of Electrical and Information Engineering Tianjin University Tianjin ChinaAbstract Illustrations frequently appear in advertisements, films, books, etc. Research into the popularity of illustrations shows practicality and necessity already, which plays an important role in the improvement of illustrations and advertising decisions. In this letter, an Illustration Popularity Assessment Network （IPANet） is designed, inspired by the illustration creation process. Atrous convolutional layers are densely concatenated to extract image composition information and Gram matrix is used to measure the image style. We also introduce a scoring model based on ‘views’ and ‘likes’ to score the popularity of collected illustrations. The IPANet is proved to be effective according to experimental results on the scored illustrations. As far as we know, we are the first to explore the popularity of illustrations and practice successfully.https://doi.org/10.1049/ell2.12054Other topics in statisticsGraphics techniquesComputer vision and image processing techniques |
| spellingShingle | Jiachen Yang Yao Men Yang Zhao Will people like your illustration? Popularity assessment of illustrations Electronics Letters Other topics in statistics Graphics techniques Computer vision and image processing techniques |
| title | Will people like your illustration? Popularity assessment of illustrations |
| title_full | Will people like your illustration? Popularity assessment of illustrations |
| title_fullStr | Will people like your illustration? Popularity assessment of illustrations |
| title_full_unstemmed | Will people like your illustration? Popularity assessment of illustrations |
| title_short | Will people like your illustration? Popularity assessment of illustrations |
| title_sort | will people like your illustration popularity assessment of illustrations |
| topic | Other topics in statistics Graphics techniques Computer vision and image processing techniques |
| url | https://doi.org/10.1049/ell2.12054 |
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