Knowledge Commons of Institute of Automation,CAS
A Cascaded Framework For Model-Based 3D Face Reconstruction | |
Wang, Pengrui1,2; Che, Wujun1; Xu, Bo1 | |
2018-04 | |
会议名称 | International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
会议日期 | 2018-04 |
会议地点 | Calgary, Canada |
摘要 | This paper presents a general framework for model-based 3D face reconstruction from a single image, which can incorporate mature face alignment methods and utilize their properties. In the proposed framework, the final model parameters, i.e., mostly including pose, identity and expression, are achieved by estimating updating the face landmarks and 3D face model parameter alternately. In addition, we propose the parameter augmented regression method (PARM) as an novel derivation of the framework. Compared with existing methods, PARM is able to utilize mature face alignment methods and use fairly simple features in addition to image appearances for the reconstruction task. Experiments on three derivation methods of the framework show that the proposed framework is feasible and PARM is quite an effective and fast method. With face alignment method LBF, PARM can run over 90 fps on a desktop. |
关键词 | Model-based 3D face reconstruction face alignment cascaded regression supervised descent method |
收录类别 | EI |
语种 | 英语 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/40395 |
专题 | 复杂系统认知与决策实验室_听觉模型与认知计算 |
通讯作者 | Che, Wujun |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences 2.University of Chinese Academy of Sciences |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Wang, Pengrui,Che, Wujun,Xu, Bo. A Cascaded Framework For Model-Based 3D Face Reconstruction[C],2018. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A Cascaded Framework(420KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 |
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