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Inspired by recent promising work on fine-grained image classification using the multiscale architecture to extend the diversity of deep features, BeautyNet for unconstrained facial beauty prediction is proposed in this paper. Firstly, a multiscale network is adopted to improve the discriminative of face features. Secondly, to alleviate the computational burden of the multiscale architecture, MFM (max-feature-map) is utilized as an activation function which can not only lighten the network and speed network convergence but also benefit the performance. Finally, transfer learning strategy is introduced here to mitigate the overfitting phenomenon which is caused by the scarcity of labeled facial beauty samples and improves the proposed BeautyNet\u2019s performance. Extensive experiments performed on LSFBD demonstrate that the proposed scheme outperforms the state-of-the-art methods, which can achieve 67.48% classification accuracy.<\/jats:p>","DOI":"10.1155\/2019\/1910624","type":"journal-article","created":{"date-parts":[[2019,1,28]],"date-time":"2019-01-28T18:35:47Z","timestamp":1548700547000},"page":"1-14","source":"Crossref","is-referenced-by-count":27,"title":["BeautyNet: Joint Multiscale CNN and Transfer Learning Method for Unconstrained Facial Beauty Prediction"],"prefix":"10.1155","volume":"2019","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0154-9743","authenticated-orcid":true,"given":"Yikui","family":"Zhai","sequence":"first","affiliation":[{"name":"School of Information Engineering, Wuyi University, Jiangmen, China"},{"name":"Department of Computer Science, Universita\u2019 Degli Studi di Milano, Crema, Italy"}]},{"given":"He","family":"Cao","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Wuyi University, Jiangmen, China"}]},{"given":"Wenbo","family":"Deng","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Wuyi University, Jiangmen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6418-7316","authenticated-orcid":true,"given":"Junying","family":"Gan","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Wuyi University, Jiangmen, China"}]},{"given":"Vincenzo","family":"Piuri","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Universita\u2019 Degli Studi di Milano, Crema, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7559-0637","authenticated-orcid":true,"given":"Junying","family":"Zeng","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Wuyi University, Jiangmen, China"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2014.04.006"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.05.033"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/7186762"},{"issue":"4","key":"6","first-page":"1779","volume":"25","year":"2016","journal-title":"IEEE Transactions on Image Processing"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1007\/s11831-014-9137-5"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2009.191"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-016-0043-6"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2010.10.013"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2014.05.028"},{"issue":"1","key":"18","first-page":"45","volume":"70","year":"2015","journal-title":"Computer Science"},{"key":"21","first-page":"1","volume":"99","year":"2018","journal-title":"IEEE Transactions on Affective Computing"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.04.062"},{"key":"33","first-page":"3320","volume":"27","year":"2014","journal-title":"Eprint Arxiv"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2016.2572683"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2016.2528162"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2015.2437384"},{"key":"39","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-014-0942-5"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/1910624.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/1910624.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/1910624.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,1,28]],"date-time":"2019-01-28T18:36:43Z","timestamp":1548700603000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cin\/2019\/1910624\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1,28]]},"references-count":17,"alternative-id":["1910624","1910624"],"URL":"https:\/\/doi.org\/10.1155\/2019\/1910624","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"value":"1687-5265","type":"print"},{"value":"1687-5273","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1,28]]}}}