A league-winner algorithm for defect classification in an industrial web inspection system

•Classifier performance drastically increases by including pairwise comparisons.•Zero-impurity Decision-Tree classifier based on number of positives is designed.•Paper shows a formal and understandable formulation of neural network algorithms.•Decision tree and multilayer neural networks can give ri...

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