Abstract: This paper presents theory and experiment to perform a pattern recognition task. The task is to detect a mine in visual imagery, using a training algorithm. The marginal statistics for the data windows around potential targets are collected using a lexicode approach. Theoretical results supporting the lexicode's ability to perform such a task are presented. Preprocessing of the data is performed prior to the application of the lexicode. Discussion is given on the theoretical foundations and the preprocessing of the data, with future research activities outlined.!3
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