کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
10360744 | 869894 | 2015 | 27 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Quaternion generic Fourier descriptor for color object recognition
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کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
چشم انداز کامپیوتر و تشخیص الگو
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چکیده انگلیسی
By introducing quaternions, Fourier transforms, the fundamental tool in signal and image processing, were extended to treat a color image in a holistic manner. On the other hand, color image description has long been a major topic of pattern recognition. In this work, inspired by the quaternion Fourier transforms, we propose a quaternion generic Fourier descriptor to describe color images holistically and effectively without losing any color information. The theoretical framework to construct a set of invariants with respect to geometric transformation is also provided. Moreover, several experiments are conducted on color image databases to illustrate the effectiveness of the proposed invariants. The results provide supports for that the quaternion generic Fourier descriptor invariants have striking robustness to geometric transformation and noise. Remarkable progress in accuracy, robustness and efficiency of color object recognition has been made by the proposed descriptor. In addition, it presents superior performances on real recognition scenarios.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 48, Issue 12, December 2015, Pages 3895-3903
Journal: Pattern Recognition - Volume 48, Issue 12, December 2015, Pages 3895-3903
نویسندگان
Heng Li, Zhiwen Liu, Yali Huang, Yonggang Shi,