کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
530032 869733 2016 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A Grassmann framework for 4D facial shape analysis
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
A Grassmann framework for 4D facial shape analysis
چکیده انگلیسی


• Role of facial shape dynamics in identity recognition.
• Effective representation of 3D faces and their dynamics on Grassmann manifolds.
• Sparse coding and dictionary learning for 4D faces classification.

In this paper, we investigate the contribution of dynamic evolution of 3D faces to identity recognition. To this end, we adopt a subspace representation of the flow of curvature-maps computed on 3D facial frames of a sequence, after normalizing their pose. Such representation allows us to embody the shape as well as its temporal evolution within the same subspace representation. Dictionary learning and sparse coding over the space of fixed-dimensional subspaces, called Grassmann manifold, have been used to perform face recognition. We have conducted extensive experiments on the BU-4DFE dataset. The obtained results of the proposed approach provide promising results.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 57, September 2016, Pages 21–30
نویسندگان
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