A comparative study of neural network based feature extraction paradigms
Pattern Recognition Letters
Texture classification using multiresolution Markov random field models
Pattern Recognition Letters
The local minima-free condition of feedforward neural networks forouter-supervised learning
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A review on automatic image annotation techniques
Pattern Recognition
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In this paper we present a new feature of texture images which can scale the uniformity degree of image texture directions. The feature value is obtained by examining the statistic characteristic of the gradient information of the image pixels. Simulation results illustrate that this feature can exactly coincide with the uniformity degree of image texture directions according to the perception of human eyes.