Can Fourier coefficients be classified using RBF network?

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I am trying to perform image classification. I am extracting Fourier coefficients from the image. on performing classification using Euclidean distance, I got 98.5% result. but on using RBF network, I am getting 255. Is that possible? or is there any problem at my end? Please help.

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