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This paper describes a monocular vision-based obstacle detection method for a mobile robot using a support vector machine (SVM). A single camera is mounted on the front of a mobile robot and an SVM is trained to classify obstacles as they are encountered by the robot. Since it is not possible to train on all obstacle types a-priori, a one-class SVM is used to learn the appearance of the floor in the...