Facial Skin Beautification Using Adaptive Region-Aware Masks
文献类型：期刊论文
| 作者 | Liang, Lingyu1; Jin, Lianwen1; Li, Xuelong2
|
| 刊名 | ieee transactions on cybernetics
 |
| 出版日期 | 2014-12-01 |
| 卷号 | 44期号:12页码:2600-2612 |
| 关键词 | Edge-preserving smoothing edit propagation face beautification facial attractiveness image editing region-aware mask |
| ISSN号 | 2168-2267 |
| 产权排序 | 2 |
| 合作状况 | 国内 |
| 英文摘要 | in this paper, we propose a unified facial beautification framework with respect to skin homogeneity, lighting, and color. a novel region-aware mask is constructed for skin manipulation, which can automatically select the edited regions with great precision. inspired by the state-of-the-art edit propagation techniques, we present an adaptive edge-preserving energy minimization model with a spatially variant parameter and a high-dimensional guided feature space for mask generation. using region-aware masks, our method facilitates more flexible and accurate facial skin enhancement while the complex manipulations are simplified considerably. in our beautification framework, a portrait is decomposed into smoothness, lighting, and color layers by an edge-preserving operator. next, facial landmarks and significant features are extracted as input constraints for mask generation. after three region-aware masks have been obtained, a user can perform facial beautification simply by adjusting the skin parameters. furthermore, the combinations of parameters can be optimized automatically, depending on the data priors and psychological knowledge. we performed both qualitative and quantitative evaluation for our method using faces with different genders, races, ages, poses, and backgrounds from various databases. the experimental results demonstrate that our technique is superior to previous methods and comparable to commercial systems, for example, pictreat, portrait+, and portraiture. |
| WOS标题词 | science & technology ; technology |
| 类目[WOS] | computer science, artificial intelligence ; computer science, cybernetics |
| 研究领域[WOS] | computer science |
| 关键词[WOS] | face detection ; attractiveness ; beauty ; features ; color |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000345629000029 |
| 公开日期 | 2015-03-19 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/22415]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | 1.S China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510641, Guangdong, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt Imagery Anal & Learning OPTIMAL, Xian 710119, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liang, Lingyu,Jin, Lianwen,Li, Xuelong. Facial Skin Beautification Using Adaptive Region-Aware Masks[J]. ieee transactions on cybernetics,2014,44(12):2600-2612. |
| APA | Liang, Lingyu,Jin, Lianwen,&Li, Xuelong.(2014).Facial Skin Beautification Using Adaptive Region-Aware Masks.ieee transactions on cybernetics,44(12),2600-2612. |
| MLA | Liang, Lingyu,et al."Facial Skin Beautification Using Adaptive Region-Aware Masks".ieee transactions on cybernetics 44.12(2014):2600-2612. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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