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Automatic Inspection of Textured Surfaces by Support

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The document presents a method for the automatic inspection of textured surfaces using support vector machines (SVM). It addresses the challenges in detecting defects such as scratches and stains on products with natural textures, which cannot be modeled as regular patterns. The proposed algorithm utilizes wavelet frame decomposition to extract local statistical features from grey-level texture images, followed by training a one-class SVM to classify normal textures based on defect-free samples. The system is implemented in LabVIEW for real-time processing and has shown promising results in accurately identifying defects in tile products.

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