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Surface waves are useful signals in seismic inversions of near-surface elastic properties. However, they are considered as noise in reflection seismology when exploring for hydrocarbons. Detecting and outlining the area of surface waves in seismic gathers facilitates either their inversion for sub-surface structures or their noise removal. We propose an unsupervised machine-learning algorithm to automatically...