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 rise to similar results.•Issues appearing during the real inspection system implementation are described.