Semi-Supervised Learning in Reconstructed Manifold Space for 3D Caricature Generation
文献类型：期刊论文
| 作者 | Liu, Junfa2,5; Chen, Yiqiang2; Miao, Chunyan3; Xie, Jinjing2; Ling, Charles X.4; Gao, Xingyu2; Gao, Wen1,2 |
| 刊名 | COMPUTER GRAPHICS FORUM
 |
| 出版日期 | 2009 |
| 卷号 | 28期号:8页码:2104-2116 |
| ISSN号 | 0167-7055 |
| DOI | 10.1111/j.1467-8659.2009.01418.x |
| 英文摘要 | Recently, automatic 3D caricature generation has attracted much attention from both the research community and the game industry. Machine learning has been proven effective in the automatic generation of caricatures. However, the lack of 3D caricature samples makes it challenging to train a good model. This paper addresses this problem by two steps. First, the training set is enlarged by reconstructing 3D caricatures. We reconstruct 3D caricatures based on some 2D caricature samples with a Principal Component Analysis (PCA)-based method. Secondly, between the 2D real faces and the enlarged 3D caricatures, a regressive model is learnt by the semi-supervised manifold regularization (MR) method. We then predict 3D caricatures for 2D real faces with the learnt model. The experiments show that our novel approach synthesizes the 3D caricature more effectively than traditional methods. Moreover, our system has been applied successfully in a massive multi-user educational game to provide human-like avatars. |
| 资助项目 | National Natural Science Foundation of China[60775027] ; National Natural Science Foundation of China[60575032] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000272569400008 |
| 出版者 | WILEY-BLACKWELL PUBLISHING, INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/11925]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Liu, Junfa |
| 作者单位 | 1.Peking Univ, Inst Digital Media, Beijing, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100864, Peoples R China 3.Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore 4.Univ Western Ontario, Dept Comp Sci, London, ON N6A 3K7, Canada 5.Chinese Acad Sci, Grad Sch, Beijing 100864, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Junfa,Chen, Yiqiang,Miao, Chunyan,et al. Semi-Supervised Learning in Reconstructed Manifold Space for 3D Caricature Generation[J]. COMPUTER GRAPHICS FORUM,2009,28(8):2104-2116. |
| APA | Liu, Junfa.,Chen, Yiqiang.,Miao, Chunyan.,Xie, Jinjing.,Ling, Charles X..,...&Gao, Wen.(2009).Semi-Supervised Learning in Reconstructed Manifold Space for 3D Caricature Generation.COMPUTER GRAPHICS FORUM,28(8),2104-2116. |
| MLA | Liu, Junfa,et al."Semi-Supervised Learning in Reconstructed Manifold Space for 3D Caricature Generation".COMPUTER GRAPHICS FORUM 28.8(2009):2104-2116. |
入库方式： OAI收割
来源：计算技术研究所
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