Shape Augmented Regression for 3D Face Alignment
Gou, Chao4,6; Wu, Yue5; Wang FY(王飞跃)4,6; Ji, Qiang5
2016-10
Conference NameECCV 2016 Workshops
Source PublicationECCV 2016 Workshops
Conference Date2016.10
Conference PlaceAmsterdam, Netherlands
Abstract
2D face alignment has been an active topic and is becoming mature for real applications. However, when large head pose exists, 2D annotated points lose geometric correspondence with respect to actual 3D location. In addition, local appearance varies more dramatically when subjects are with large pose or under various illuminations. 3D face alignment from 2D images is a promising solution to tackle this problem. 3D face alignment aims to estimate the 3D face shape which is consistent across all poses. In this paper, we propose a novel 3D face alignment method. This method consists of two steps. First, we perform 2D landmark detection based on the shape augmented regression. Second, we estimate the 3D shape using the detected 2D landmarks and 3D deformable model. Experimental results on benchmark database demonstrate its preferable performances.
KeywordShape Augmented Regression 3d Face Alignment
Language英语
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/14486
Collection复杂系统管理与控制国家重点实验室_先进控制与自动化
Corresponding AuthorGou, Chao
Affiliation1.中国科学院自动化研究所
2.Rensselaer Polytechnic Institute
3.Qingdao Academy of Intelligent Industries
4.中国科学院自动化研究所
5.Rensselaer Polytechnic Institute
6.Qingdao Academy of Intelligent Industries
Recommended Citation
GB/T 7714
Gou, Chao,Wu, Yue,Wang FY,et al. Shape Augmented Regression for 3D Face Alignment[C],2016.
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