کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
564378 1451730 2016 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Face recognition using discriminative locality preserving vectors
ترجمه فارسی عنوان
به رسمیت شناختن چهره با استفاده از بردارهای حفاظت کننده محلی محل تبعیض آمیز
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر پردازش سیگنال
چکیده انگلیسی

We proposed an effective face recognition method based on the discriminative locality preserving vectors method (DLPV). Using the analysis of eigenspectrum modeling of locality preserving projections, we selected the reliable face variation subspace of LPP to construct the locality preserving vectors to characterize the data set. The discriminative locality preserving vectors (DLPV) method is based on the discriminant analysis on the locality preserving vectors. Furthermore, the theoretical analysis showed that the DLPV is viewed as a generalized discriminative common vector, null space linear discriminant analysis and null space discriminant locality preserving projections, which gave the intuitive motivation of our method. Extensive experimental results obtained on four well-known face databases (ORL, Yale, Extended Yale B and CMU PIE) demonstrated the effectiveness of the proposed DLPV method.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Digital Signal Processing - Volume 50, March 2016, Pages 103–113
نویسندگان
, , , ,