Fractional Fourier Transform for Digital Image Recognition

被引:5
作者
Felipe Lopez-Avila, Luis [1 ]
Alvarez-Borrego, Josue [1 ]
机构
[1] CICESE, Opt Dept, Appl Phys Div, Ensenada, Baja California, Mexico
关键词
Image recognition; correlation; fractional correlation; peak to correlation energy; INVARIANT CORRELATION; POSITION; CLASSIFICATION; SIGNATURES; ROTATION; OBJECTS; SYSTEM;
D O I
10.1142/S0218001420540257
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the image recognition field, there are several techniques that allow identifying patterns in digital images, correlation being one of them. In a correlation, you have to obtain an output plane that is as clean as possible. To measure the sharpness of the correlation peak and the cleanliness of the output plane, a performance metric called Peak to Correlation Energy (PCE) is used. In this paper, the fractional correlation is applied to recognize real phytoplankton images. This fractional correlation guarantees a higher PCE compared to the conventional correlation. The results of PCE are two-orders of magnitude higher than those obtained with the conventional correlation and manage to identify 91.23% of the images, while the conventional correlation only manages to identify 87.42% of them. This methodology was tested using images in salt and pepper or Gaussian noise, and the fractional correlation output plane always is cleaner and generates a better-defined correlation peak when compared with the classical correlation.
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页数:15
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