کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4942572 1437411 2018 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
The fusion of multispectral palmprints using the information set based features and classifier
ترجمه فارسی عنوان
ترکیب فیبرهای چندتایی با استفاده از ویژگی های مبتنی بر اطلاعات و طبقه بندی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

This paper presents three texture features, viz., topothesy-fractal dimension, Hanman transform, and structure function based transform for the multispectral palmprint based authentication. It introduces the notion of information set originating from the Hanman-Anirban entropy. Using information set, Hanman transform features are derived. The topothesy-fractal dimension features arise from the structure function on representing the intensity variation on the texture surface. The structure function based transform features are derived from both structure function and the Hanman transform. Apart from the feature extraction, the fuzzy classifier based on the information processing is also developed. A novel score level fusion is proposed using Triangular-norms and Triangular-conorms. Thus the paper's contribution is three-fold: i) New features for multispectral palmprint, ii) novel classifier for authentication, and iii) score level fusion for improving the accuracy. The rigorous experimental results certify that the proposed approaches make a substantial improvement in the authentication accuracy and outperform the contemporary approaches.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Engineering Applications of Artificial Intelligence - Volume 67, January 2018, Pages 111-125
نویسندگان
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