{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:09:23Z","timestamp":1760710163886,"version":"3.40.5"},"reference-count":31,"publisher":"World Scientific Pub Co Pte Ltd","issue":"15","funder":[{"name":"National Nature Science Foundation of China Grand","award":["61371156"],"award-info":[{"award-number":["61371156"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J CIRCUIT SYST COMP"],"published-print":{"date-parts":[[2020,12,15]]},"abstract":"<jats:p> This paper proposes a novel method for person image generation with arbitrary target pose. Given a person image and an arbitrary target pose, our proposed model can synthesize images with the same person but different poses. The Generative Adversarial Networks (GANs) are the major part of the proposed model. Different from the traditional GANs, we add attention mechanism to the generator in order to generate realistic-looking images, we also use content reconstruction with a pretrained VGG16 Net to keep the content consistency between generated images and target images. Furthermore, we test our model on DeepFashion and Market-1501 datasets. The experimental results show that the proposed network performs favorably against state-of-the-art methods. <\/jats:p>","DOI":"10.1142\/s0218126620502503","type":"journal-article","created":{"date-parts":[[2020,3,17]],"date-time":"2020-03-17T15:15:14Z","timestamp":1584458114000},"page":"2050250","source":"Crossref","is-referenced-by-count":4,"title":["Content-Based Attention Network for Person Image Generation"],"prefix":"10.1142","volume":"29","author":[{"given":"Xiongfei","family":"Liu","sequence":"first","affiliation":[{"name":"School of Computer and Information Engineering, Hefei University of Technology, Hefei, Anhui, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bengao","family":"Li","sequence":"additional","affiliation":[{"name":"School of Computer and Information Engineering, Hefei University of Technology, Hefei, Anhui, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xin","family":"Chen","sequence":"additional","affiliation":[{"name":"The Second Hospital of Anhui Medical University, Hefei, Anhui, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haiyan","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Computer and Information Engineering, Hefei University of Technology, Hefei, Anhui, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5568-0264","authenticated-orcid":false,"given":"Shu","family":"Zhan","sequence":"additional","affiliation":[{"name":"School of Computer and Information Engineering, Hefei University of Technology, Hefei, Anhui, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2020,7,6]]},"reference":[{"key":"S0218126620502503BIB001","first-page":"3774","volume-title":"Proc. IEEE Int. Conf. Computer Vision.","author":"Zheng Z.","year":"2017"},{"key":"S0218126620502503BIB002","first-page":"3352","volume-title":"Proc. 2017 IEEE Int. Conf. Computer Vision","author":"Walker J.","year":"2017"},{"key":"S0218126620502503BIB003","doi-asserted-by":"publisher","DOI":"10.1142\/S0218126616500171"},{"key":"S0218126620502503BIB004","first-page":"2672","volume-title":"Proc. 27th Int. Conf. Neural Information Processing Systems","volume":"2","author":"Goodfellow I. J.","year":"2014"},{"key":"S0218126620502503BIB005","doi-asserted-by":"crossref","first-page":"318","DOI":"10.1007\/978-3-319-46493-0_20","volume-title":"Computer Vision: ECCV 2016","author":"Wang X.","year":"2016"},{"volume-title":"Proc. 2019 IEEE\/CVF Conf. Computer Vision and Pattern Recognition","year":"2019","author":"Zhu Z.","key":"S0218126620502503BIB008"},{"volume-title":"Proc. 2017 IEEE Conf. Computer Vision","year":"2017","author":"Lassner C.","key":"S0218126620502503BIB010"},{"key":"S0218126620502503BIB011","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1109\/CVPR.2018.00018","volume-title":"Proc. 2018 IEEE\/CVF Conf. Computer Vision and Pattern Recognition","author":"Ma L.","year":"2018"},{"key":"S0218126620502503BIB012","first-page":"2017","volume-title":"Proc. 28th Int. Conf. Neural Information Processing Systems","volume":"2","author":"Jaderberg M.","year":"2015"},{"key":"S0218126620502503BIB015","doi-asserted-by":"publisher","DOI":"10.1142\/S0218126619501500"},{"key":"S0218126620502503BIB016","doi-asserted-by":"publisher","DOI":"10.1142\/S0218126619502098"},{"journal-title":"J. Circuits Syst. Comput.","year":"2019","author":"Manimala M. V. R.","key":"S0218126620502503BIB017"},{"key":"S0218126620502503BIB019","doi-asserted-by":"crossref","first-page":"185","DOI":"10.2307\/1885620","volume":"98","author":"Salant S. W.","year":"1983","journal-title":"Q. J. Econ."},{"key":"S0218126620502503BIB020","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1038\/35058500","volume":"2","author":"Itti L.","year":"2001","journal-title":"Nat. Rev. Neurosc."},{"journal-title":"IEEE Trans. Pattern Anal. Mach. Intell.","year":"2019","author":"Hu J.","key":"S0218126620502503BIB022"},{"key":"S0218126620502503BIB023","first-page":"2204","volume-title":"Proc. 27th Int. Conf. Neural Information Processing Systems","volume":"2","author":"Mnih V.","year":"2014"},{"key":"S0218126620502503BIB024","doi-asserted-by":"crossref","first-page":"1245","DOI":"10.1109\/TMM.2017.2648498","volume":"19","author":"Zhao B.","year":"2017","journal-title":"IEEE Trans. Multimedia"},{"volume-title":"Proc. 2017 IEEE Conf. Computer Vision and Pattern Recognition","year":"2017","author":"Wang F.","key":"S0218126620502503BIB025"},{"key":"S0218126620502503BIB026","doi-asserted-by":"crossref","first-page":"702","DOI":"10.1007\/978-3-319-46487-9_43","volume-title":"Computer Vision: ECCV 2016","author":"Li C.","year":"2016"},{"volume-title":"Proc. 2017 IEEE Conf. Computer Vision and Pattern Recognition","year":"2017","author":"Chen D.","key":"S0218126620502503BIB027"},{"key":"S0218126620502503BIB028","first-page":"405","volume-title":"Proc. 31st Int. Conf. Neural Information Processing Systems","author":"Ma L.","year":"2017"},{"key":"S0218126620502503BIB029","doi-asserted-by":"crossref","first-page":"8620","DOI":"10.1109\/CVPR.2018.00899","volume-title":"Proc. 2018 IEEE\/CVF Conf. Computer Vision and Pattern Recognition","author":"Pumarola A.","year":"2018"},{"key":"S0218126620502503BIB030","first-page":"3408","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Siarohin A.","year":"2018"},{"volume-title":"Proc. 2017 IEEE Conf. Computer Vision and Pattern Recognition","year":"2017","author":"Cao Z.","key":"S0218126620502503BIB032"},{"key":"S0218126620502503BIB033","doi-asserted-by":"crossref","first-page":"987","DOI":"10.1109\/TCSII.2015.2458051","volume":"62","author":"Zhou J.","year":"2015","journal-title":"IEEE Trans. Circuits Syst. II, Express Briefs"},{"key":"S0218126620502503BIB034","first-page":"1116","volume-title":"Proc. 2015 IEEE Conf. Computer Vision and Pattern Recognition","author":"Zheng L.","year":"2015"},{"key":"S0218126620502503BIB035","first-page":"1096","volume-title":"Proc. 2016 IEEE Conf. Computer Vision and Pattern Recognition","author":"Liu Z.","year":"2016"},{"key":"S0218126620502503BIB036","first-page":"265","volume-title":"Proc. 12th USENIX Symp. Operating Systems Design and Implementation","author":"Abadi M.","year":"2016"},{"volume-title":"Proc. 3rd Int. Conf. Language Representations","year":"2015","author":"Kingma D. P.","key":"S0218126620502503BIB037"},{"key":"S0218126620502503BIB038","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Wang Z.","year":"2004","journal-title":"IEEE Trans. Image Process"},{"key":"S0218126620502503BIB039","first-page":"2234","volume-title":"Proc. 30th Int. Conf. Neural Information Processing Systems","author":"Salimans T.","year":"2016"}],"container-title":["Journal of Circuits, Systems and Computers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218126620502503","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,12,11]],"date-time":"2020-12-11T10:16:22Z","timestamp":1607681782000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218126620502503"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,6]]},"references-count":31,"journal-issue":{"issue":"15","published-print":{"date-parts":[[2020,12,15]]}},"alternative-id":["10.1142\/S0218126620502503"],"URL":"https:\/\/doi.org\/10.1142\/s0218126620502503","relation":{},"ISSN":["0218-1266","1793-6454"],"issn-type":[{"type":"print","value":"0218-1266"},{"type":"electronic","value":"1793-6454"}],"subject":[],"published":{"date-parts":[[2020,7,6]]}}}