{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T03:35:49Z","timestamp":1773200149456,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":51,"publisher":"ACM","license":[{"start":{"date-parts":[[2018,10,15]],"date-time":"2018-10-15T00:00:00Z","timestamp":1539561600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"NSF of China","award":["61672326"],"award-info":[{"award-number":["61672326"]}]},{"name":"NSF of China","award":["61572290"],"award-info":[{"award-number":["61572290"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2018,10,15]]},"DOI":"10.1145\/3240508.3240594","type":"proceedings-article","created":{"date-parts":[[2018,10,18]],"date-time":"2018-10-18T17:52:08Z","timestamp":1539885128000},"page":"392-401","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":26,"title":["Sparsely Grouped Multi-Task Generative Adversarial Networks for Facial Attribute Manipulation"],"prefix":"10.1145","author":[{"given":"Jichao","family":"Zhang","sequence":"first","affiliation":[{"name":"Shandong University, Jinan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yezhi","family":"Shu","sequence":"additional","affiliation":[{"name":"Shandong University, Jinan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Songhua","family":"Xu","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, Xian, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gongze","family":"Cao","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fan","family":"Zhong","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meng","family":"Liu","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xueying","family":"Qin","sequence":"additional","affiliation":[{"name":"Shandong University, Jinan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2018,10,15]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Wasserstein Generative Adversarial Networks. In International Conference on Machine Learning (Proceedings of Machine Learning Research), , Doina Precup and Yee Whye Teh (Eds.)","volume":"70","author":"Arjovsky Martin","year":"2017"},{"key":"e_1_3_2_1_2_1","unstructured":"Andrew Brock Theodore Lim James M Ritchie and Nick Weston. 2016. Neural photo editing with introspective adversarial networks. arXiv preprint arXiv:1609.07093 (2016).  Andrew Brock Theodore Lim James M Ritchie and Nick Weston. 2016. Neural photo editing with introspective adversarial networks. arXiv preprint arXiv:1609.07093 (2016)."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"crossref","unstructured":"Yunjey Choi Minje Choi Munyoung Kim Jung-Woo Ha Sunghun Kim and Jaegul Choo. 2017. StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation. arXiv preprint arXiv:1711.09020 (2017).  Yunjey Choi Minje Choi Munyoung Kim Jung-Woo Ha Sunghun Kim and Jaegul Choo. 2017. StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation. arXiv preprint arXiv:1711.09020 (2017).","DOI":"10.1109\/CVPR.2018.00916"},{"key":"e_1_3_2_1_4_1","volume-title":"Advances in Neural Information Processing Systems","author":"Dai Zihang"},{"key":"e_1_3_2_1_5_1","unstructured":"Hao Dong Paarth Neekhara Chao Wu and Yike Guo. 2017. Unsupervised Image-to-Image Translation with Generative Adversarial Networks. arXiv preprint arXiv:1701.02676 (2017).  Hao Dong Paarth Neekhara Chao Wu and Yike Guo. 2017. Unsupervised Image-to-Image Translation with Generative Adversarial Networks. arXiv preprint arXiv:1701.02676 (2017)."},{"key":"e_1_3_2_1_6_1","unstructured":"Vincent Dumoulin Ishmael Belghazi Ben Poole Alex Lamb Mart'i n Arjovsky Olivier Mastropietro and Aaron C. Courville. 2016. Adversarially Learned Inference. CoRR Vol. abs\/1606.00704 (2016). http:\/\/arxiv.org\/abs\/1606.00704  Vincent Dumoulin Ishmael Belghazi Ben Poole Alex Lamb Mart'i n Arjovsky Olivier Mastropietro and Aaron C. Courville. 2016. Adversarially Learned Inference. CoRR Vol. abs\/1606.00704 (2016). http:\/\/arxiv.org\/abs\/1606.00704"},{"key":"e_1_3_2_1_7_1","unstructured":"Zhe Gan Liqun Chen Weiyao Wang Yunchen Pu Yizhe Zhang Hao Liu Chunyuan Li and Lawrence Carin. 2017. Triangle Generative Adversarial Networks. CoRR Vol. abs\/1709.06548 (2017). arxiv: 1709.06548 http:\/\/arxiv.org\/abs\/1709.06548  Zhe Gan Liqun Chen Weiyao Wang Yunchen Pu Yizhe Zhang Hao Liu Chunyuan Li and Lawrence Carin. 2017. Triangle Generative Adversarial Networks. CoRR Vol. abs\/1709.06548 (2017). arxiv: 1709.06548 http:\/\/arxiv.org\/abs\/1709.06548"},{"key":"e_1_3_2_1_8_1","unstructured":"Leon A. Gatys Alexander S. Ecker and Matthias Bethge. 2015. A Neural Algorithm of Artistic Style. CoRR Vol. abs\/1508.06576 (2015). arxiv: 1508.06576 http:\/\/arxiv.org\/abs\/1508.06576  Leon A. Gatys Alexander S. Ecker and Matthias Bethge. 2015. A Neural Algorithm of Artistic Style. CoRR Vol. abs\/1508.06576 (2015). arxiv: 1508.06576 http:\/\/arxiv.org\/abs\/1508.06576"},{"key":"e_1_3_2_1_9_1","unstructured":"Ian Goodfellow Jean Pouget-Abadie Mehdi Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville and Yoshua Bengio. 2014. Generative adversarial nets. In Advances in Neural Information Processing Systems. 2672--2680.   Ian Goodfellow Jean Pouget-Abadie Mehdi Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville and Yoshua Bengio. 2014. Generative adversarial nets. In Advances in Neural Information Processing Systems. 2672--2680."},{"key":"e_1_3_2_1_10_1","unstructured":"Ishaan Gulrajani Faruk Ahmed Martin Arjovsky Vincent Dumoulin and Aaron C Courville. 2017. Improved training of wasserstein gans. In Advances in Neural Information Processing Systems. 5769--5779.  Ishaan Gulrajani Faruk Ahmed Martin Arjovsky Vincent Dumoulin and Aaron C Courville. 2017. Improved training of wasserstein gans. In Advances in Neural Information Processing Systems. 5769--5779."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_12_1","volume-title":"Reducing the Dimensionality of Data with Neural Networks.","volume":"313","author":"Hinton G.E.","year":"2006"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3072959.3073659"},{"key":"e_1_3_2_1_14_1","volume-title":"International Conference on Machine Learning . 448--456","author":"Ioffe Sergey","year":"2015"},{"key":"e_1_3_2_1_15_1","volume-title":"Proceedings of IEEE Conference on Computer Vision and Pattern Recognition .","author":"Isola Phillip","year":"2017"},{"key":"e_1_3_2_1_16_1","unstructured":"Tero Karras Timo Aila Samuli Laine and Jaakko Lehtinen. 2017. Progressive Growing of GANs for Improved Quality Stability and Variation. arXiv preprint arXiv:1710.10196 (2017).  Tero Karras Timo Aila Samuli Laine and Jaakko Lehtinen. 2017. Progressive Growing of GANs for Improved Quality Stability and Variation. arXiv preprint arXiv:1710.10196 (2017)."},{"key":"e_1_3_2_1_17_1","volume-title":"Proceedings of the 34th International Conference on Machine Learning (Proceedings of Machine Learning Research), , Doina Precup and Yee Whye Teh (Eds.)","volume":"70","author":"Kim Taeksoo","year":"2017"},{"key":"e_1_3_2_1_18_1","unstructured":"Diederik P. Kingma and Jimmy Ba. 2014. Adam: A Method for Stochastic Optimization. CoRR Vol. abs\/1412.6980 (2014). arxiv: 1412.6980 http:\/\/arxiv.org\/abs\/1412.6980  Diederik P. Kingma and Jimmy Ba. 2014. Adam: A Method for Stochastic Optimization. CoRR Vol. abs\/1412.6980 (2014). arxiv: 1412.6980 http:\/\/arxiv.org\/abs\/1412.6980"},{"key":"e_1_3_2_1_19_1","unstructured":"Diederik P. Kingma and Max Welling. 2013. Auto-Encoding Variational Bayes. CoRR Vol. abs\/1312.6114 (2013). http:\/\/arxiv.org\/abs\/1312.6114  Diederik P. Kingma and Max Welling. 2013. Auto-Encoding Variational Bayes. CoRR Vol. abs\/1312.6114 (2013). http:\/\/arxiv.org\/abs\/1312.6114"},{"key":"e_1_3_2_1_20_1","unstructured":"Anders Boesen Lindbo Larsen S\u00f8ren Kaae S\u00f8nderby Hugo Larochelle and Ole Winther. 2015. Autoencoding beyond pixels using a learned similarity metric. arXiv preprint arXiv:1512.09300 (2015).  Anders Boesen Lindbo Larsen S\u00f8ren Kaae S\u00f8nderby Hugo Larochelle and Ole Winther. 2015. Autoencoding beyond pixels using a learned similarity metric. arXiv preprint arXiv:1512.09300 (2015)."},{"key":"e_1_3_2_1_21_1","volume-title":"Proceedings of IEEE Conference on Computer Vision and Pattern Recognition .","author":"Ledig Christian","year":"2017"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46487-9_43"},{"key":"e_1_3_2_1_23_1","unstructured":"Mu Li Wangmeng Zuo and David Zhang. 2016. Deep Identity-aware Transfer of Facial Attributes. CoRR Vol. abs\/1610.05586 (2016). arxiv: 1610.05586 http:\/\/arxiv.org\/abs\/1610.05586  Mu Li Wangmeng Zuo and David Zhang. 2016. Deep Identity-aware Transfer of Facial Attributes. CoRR Vol. abs\/1610.05586 (2016). arxiv: 1610.05586 http:\/\/arxiv.org\/abs\/1610.05586"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210003"},{"key":"e_1_3_2_1_25_1","unstructured":"Ming-Yu Liu Thomas Breuel and Jan Kautz. 2017a. Unsupervised Image-to-Image Translation Networks. arXiv preprint arXiv:1703.00848 (2017).  Ming-Yu Liu Thomas Breuel and Jan Kautz. 2017a. Unsupervised Image-to-Image Translation Networks. arXiv preprint arXiv:1703.00848 (2017)."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123266.3123431"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.425"},{"key":"e_1_3_2_1_28_1","volume-title":"Least Squares Generative Adversarial Networks. In The IEEE International Conference on Computer Vision (ICCV) .","author":"Mao Xudong","year":"2017"},{"key":"e_1_3_2_1_29_1","unstructured":"Michael Mathieu Camille Couprie and Yann LeCun. 2015. Deep multi-scale video prediction beyond mean square error. arXiv preprint arXiv:1511.05440 (2015).  Michael Mathieu Camille Couprie and Yann LeCun. 2015. Deep multi-scale video prediction beyond mean square error. arXiv preprint arXiv:1511.05440 (2015)."},{"key":"e_1_3_2_1_30_1","unstructured":"Mehdi Mirza and Simon Osindero. 2014. Conditional Generative Adversarial Nets. CoRR Vol. abs\/1411.1784 (2014). arxiv: 1411.1784 http:\/\/arxiv.org\/abs\/1411.1784  Mehdi Mirza and Simon Osindero. 2014. Conditional Generative Adversarial Nets. CoRR Vol. abs\/1411.1784 (2014). arxiv: 1411.1784 http:\/\/arxiv.org\/abs\/1411.1784"},{"key":"e_1_3_2_1_31_1","unstructured":"T. Miyato A. M. Dai and I. Goodfellow. 2016. Adversarial Training Methods for Semi-Supervised Text Classification . ArXiv e-prints (May 2016). arxiv: stat.ML\/1605.07725  T. Miyato A. M. Dai and I. Goodfellow. 2016. Adversarial Training Methods for Semi-Supervised Text Classification . ArXiv e-prints (May 2016). arxiv: stat.ML\/1605.07725"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.374"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123266.3127905"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.278"},{"key":"e_1_3_2_1_35_1","volume-title":"NIPS Workshop on Adversarial Training .","author":"Perarnau Guim"},{"key":"e_1_3_2_1_36_1","unstructured":"Alec Radford Luke Metz and Soumith Chintala. 2015. Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks. CoRR Vol. abs\/1511.06434 (2015). http:\/\/arxiv.org\/abs\/1511.06434  Alec Radford Luke Metz and Soumith Chintala. 2015. Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks. CoRR Vol. abs\/1511.06434 (2015). http:\/\/arxiv.org\/abs\/1511.06434"},{"key":"e_1_3_2_1_37_1","unstructured":"Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford and Xi Chen. 2016. Improved techniques for training gans. In Advances in Neural Information Processing Systems. 2234--2242.   Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford and Xi Chen. 2016. Improved techniques for training gans. In Advances in Neural Information Processing Systems. 2234--2242."},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.135"},{"key":"e_1_3_2_1_39_1","volume-title":"Proceedings of IEEE Conference on Computer Vision and Pattern Recognition. IEEE, --.","author":"Shu Z."},{"key":"e_1_3_2_1_40_1","unstructured":"Jost Tobias Springenberg. 2015. Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks. CoRR Vol. abs\/1511.06390 (2015). arxiv: 1511.06390 http:\/\/arxiv.org\/abs\/1511.06390  Jost Tobias Springenberg. 2015. Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks. CoRR Vol. abs\/1511.06390 (2015). arxiv: 1511.06390 http:\/\/arxiv.org\/abs\/1511.06390"},{"key":"e_1_3_2_1_41_1","volume-title":"Instance Normalization: The Missing Ingredient for Fast Stylization. (07","author":"Ulyanov Dmitry","year":"2016"},{"key":"e_1_3_2_1_42_1","unstructured":"Aaron van den Oord Nal Kalchbrenner Lasse Espeholt Oriol Vinyals Alex Graves et almbox. 2016. Conditional image generation with pixelcnn decoders. In Advances in Neural Information Processing Systems. 4790--4798.   Aaron van den Oord Nal Kalchbrenner Lasse Espeholt Oriol Vinyals Alex Graves et almbox. 2016. Conditional image generation with pixelcnn decoders. In Advances in Neural Information Processing Systems. 4790--4798."},{"key":"e_1_3_2_1_43_1","volume-title":"Proceedings of IEEE Conference on Computer Vision and Pattern Recognition .","author":"Wang Xiaolong","year":"2017"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"e_1_3_2_1_45_1","volume-title":"ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes. arXiv preprint arXiv:1803.10562","author":"Xiao Taihong","year":"2018"},{"key":"e_1_3_2_1_46_1","volume-title":"Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017","volume":"1050","author":"Yang Zhilin"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123266.3123423"},{"key":"e_1_3_2_1_48_1","volume-title":"The IEEE International Conference on Computer Vision (ICCV) .","author":"Zhang Han"},{"key":"e_1_3_2_1_49_1","volume-title":"Proceedings of the Ninth Asian Conference on Machine Learning (Proceedings of Machine Learning Research), Min-Ling Zhang and Yung-Kyun Noh (Eds.)","volume":"77","author":"Zhang Jichao","year":"2017"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123266.3123450"},{"key":"e_1_3_2_1_51_1","volume-title":"Unpaired Image-To-Image Translation Using Cycle-Consistent Adversarial Networks. In The IEEE International Conference on Computer Vision (ICCV) .","author":"Zhu Jun-Yan"}],"event":{"name":"MM '18: ACM Multimedia Conference","location":"Seoul Republic of Korea","acronym":"MM '18","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 26th ACM international conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3240508.3240594","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3240508.3240594","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T00:57:34Z","timestamp":1750208254000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3240508.3240594"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,10,15]]},"references-count":51,"alternative-id":["10.1145\/3240508.3240594","10.1145\/3240508"],"URL":"https:\/\/doi.org\/10.1145\/3240508.3240594","relation":{},"subject":[],"published":{"date-parts":[[2018,10,15]]},"assertion":[{"value":"2018-10-15","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}