کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
730321 892964 2012 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
On improving Dynamic Time Warping for pattern matching
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
پیش نمایش صفحه اول مقاله
On improving Dynamic Time Warping for pattern matching
چکیده انگلیسی

This paper introduces a new distance metric function to enhance the capability of the Dynamic Time Warping (DTW) for two dimension pattern matching. Moreover, the classical boundary condition is relaxed to further improve the performance of the DTW. An efficient approach for constructing the warping path is presented to reduce computational execution time in detecting eye and face regions in head–shoulder images with plain background. The performance of the enhanced DTW is compared against that of the classical DTW in detecting the faces and eyes of 15 subjects with various poses and facial expressions. The experimental results indicate that improvement in the detection rates of both eyes and faces is achieved using the enhanced DTW.


► A metric function has been introduced to DTW that enhances the similarity measure.
► A new constraint has been developed that enhances the detection accuracy of DTW.
► A distinctive method for measuring the warping path distance cost has been invented.
► A novel method has been developed using DTW to detect eyes and face in an image.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Measurement - Volume 45, Issue 6, July 2012, Pages 1609–1620
نویسندگان
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