个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:未来技术学院/人工智能学院执行院长
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:信息与通信工程学院
学科:信号与信息处理
办公地点:大连理工大学未来技术学院/人工智能学院218
联系方式:****
电子邮箱:lhchuan@dlut.edu.cn
Active shape model and its application to face alignment
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论文类型:期刊论文
发表时间:2014-01-01
发表刊物:Studies in Computational Intelligence
收录刊物:Scopus
卷号:552
页面范围:1-31
ISSN号:1860949X
摘要:Active Shape Model (ASM) is a model-based method, which makes use of a prior model of what is expected in the image, and typically attempts to find the best match position between the model and the data in a new image. It has been successfully applied to many problems and we apply ASM to the face recognition. We represent all shapes with a set of landmarks to form a Point Distribution Model (PDM) respectively. After landmarks alignment and Principal Component Analysis, we construct gray-level profile for each landmark in all multi-resolution versions of a training image. In search procedure, we give the model's position an initial estimate. We adopt a lot of improvements to the classical ASM, such as increasing the width of search profile to reduce the effect of noise, grouping landmarks to avoid mouth shape distort in the search procedure and altering the direction of search profile. ? 2014 Springer-Verlag Berlin Heidelberg.